{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "0c2a999c-9c56-4d0a-bdd9-9c82b590ff5a",
   "metadata": {},
   "source": [
    "# 课程准备\n",
    "> 1. 找到页面的数据API接口\n",
    "> 2. 提供正确的用户请求酬载（payload）\n",
    "> 3. 准备请求的headers，增加cookie信息（用户登录之后的cookie），保证数据的合理性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2daca8d0-ee50-4354-a4d1-7a30f711b069",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入模块\n",
    "import requests\n",
    "import json\n",
    "import pandas as pd\n",
    "import copy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "3741a597-d53f-4b43-99cd-73bfe9ce3b8e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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'%7B%22jobId%22%3A%2248905275%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"recruiterName\":\"唐女士\",\"imId\":\"9e5b45289ab5581e337193710fe42056\",\"imUserType\":\"2\",\"jobId\":\"48905275\",\"jobKind\":\"2\",\"userId\":\"69bf0604ae10eb243f03c06e2c7db374\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}', 'recruiter': {'recruiterName': '唐女士', 'recruiterTitle': '', 'imId': '9e5b45289ab5581e337193710fe42056', 'imUserType': '2', 'chatted': False, 'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg', 'recruiterId': '69bf0604ae10eb243f03c06e2c7db374'}, 'comp': {'compName': '广州百田', 'compStage': '已上市', 'compLogo': '5ff42565bebf7311a41e860005u.png', 'compId': 803274, 'compScale': '500-999人', 'link': 'https://www.liepin.com/company/803274/', 'compIndustry': '游戏'}, 'job': {'labels': ['产品优化', '二次元在研', '项目管理'], 'salary': '20-28k·13薪', 'title': '项目发行PM（二次元） (MJ000855)', 'refreshTime': '20220928174530', 'dq': '广州-天河区', 'jobId': '48905275', 'jobKind': '2', 'topJob': False, 'link': 'https://www.liepin.com/job/1948905275.shtml', 'advViewFlag': False, 'pcOuterLink': '', 'h5OuterLink': '', 'requireWorkYears': '5-10年', 'requireEduLevel': '本科', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=36&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=36'}}, {'dataInfo': '%7B%22jobId%22%3A%2225415919%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"recruiterName\":\"刘女士\",\"imId\":\"b76b2be27ab4a4746042c177f0a1d2b1\",\"imUserType\":\"2\",\"jobId\":\"25415919\",\"jobKind\":\"2\",\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}', 'recruiter': {'recruiterName': '刘女士', 'recruiterTitle': 'Consultant', 'imId': 'b76b2be27ab4a4746042c177f0a1d2b1', 'imUserType': '2', 'chatted': False, 'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg', 'recruiterId': 'e8c70da123d6c7e1efcb8675c412f368'}, 'comp': {'compName': '恩梯梯数据(中国)', 'compLogo': '5bfea15d74719d2aa34c24f803a.png', 'compId': 6629285, 'compScale': '2000-5000人', 'link': 'https://www.liepin.com/company/6629285/', 'compIndustry': 'IT服务'}, 'job': {'labels': ['增长产品'], 'salary': '薪资面议', 'title': '活动PM', 'refreshTime': '20210615114605', 'dq': '广州', 'jobId': '25415919', 'jobKind': '2', 'topJob': False, 'link': 'https://www.liepin.com/job/1925415919.shtml', 'advViewFlag': False, 'pcOuterLink': '', 'h5OuterLink': '', 'requireWorkYears': '3-5年', 'requireEduLevel': '统招本科', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=37'}}, {'dataInfo': '%7B%22jobId%22%3A%2223154709%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"recruiterName\":\"刘女士\",\"imId\":\"b76b2be27ab4a4746042c177f0a1d2b1\",\"imUserType\":\"2\",\"jobId\":\"23154709\",\"jobKind\":\"2\",\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}', 'recruiter': {'recruiterName': '刘女士', 'recruiterTitle': 'Consultant', 'imId': 'b76b2be27ab4a4746042c177f0a1d2b1', 'imUserType': '2', 'chatted': False, 'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg', 'recruiterId': 'e8c70da123d6c7e1efcb8675c412f368'}, 'comp': {'compName': '恩梯梯数据(中国)', 'compLogo': '5bfea15d74719d2aa34c24f803a.png', 'compId': 6629285, 'compScale': '2000-5000人', 'link': 'https://www.liepin.com/company/6629285/', 'compIndustry': 'IT服务'}, 'job': {'labels': [], 'salary': '薪资面议', 'title': '数字营销PM', 'refreshTime': '20200728103437', 'dq': '广州-天河区', 'jobId': '23154709', 'jobKind': '2', 'topJob': False, 'link': 'https://www.liepin.com/job/1923154709.shtml', 'advViewFlag': False, 'pcOuterLink': '', 'h5OuterLink': '', 'requireWorkYears': '5-10年', 'requireEduLevel': '本科', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=38'}}, {'dataInfo': '%7B%22jobId%22%3A%2231935443%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"recruiterName\":\"邱女士\",\"imId\":\"d458df6acc9507089941166e65ebdb6f\",\"imUserType\":\"2\",\"jobId\":\"31935443\",\"jobKind\":\"2\",\"userId\":\"2b6b0643bf65c612313162312f0bffed\",\"recruiterPhoto\":\"62903e4ce4c190153f6f304c06u.jpg\"}', 'recruiter': {'recruiterName': '邱女士', 'recruiterTitle': '人力资源管理', 'imId': 'd458df6acc9507089941166e65ebdb6f', 'imUserType': '2', 'chatted': False, 'recruiterPhoto': '62903e4ce4c190153f6f304c06u.jpg', 'recruiterId': '2b6b0643bf65c612313162312f0bffed'}, 'comp': {'compName': '英雄互娱科技股份有限公司', 'compStage': '科创板上市', 'compLogo': '616e7903bbe0bb0ec5705fe401u.png', 'compId': 8307104, 'compScale': '1000-2000人', 'link': 'https://www.liepin.com/company/8307104/', 'compIndustry': '游戏'}, 'job': {'labels': ['数据分析'], 'salary': '15-30k·13薪', 'title': '游戏PM', 'refreshTime': '20200921191755', 'dq': '广州-海珠区', 'jobId': '31935443', 'jobKind': '2', 'topJob': False, 'link': 'https://www.liepin.com/job/1931935443.shtml', 'advViewFlag': False, 'pcOuterLink': '', 'h5OuterLink': '', 'requireWorkYears': '3-5年', 'requireEduLevel': '本科', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=39'}}], 'compList': []}, 'passThroughData': {'sfrom': 'search_job_pc', 'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8'}, 'pagination': {'totalPage': 10, 'pageSize': 40, 'currentPage': 0, 'totalCounts': 804, 'hasNext': False}}}\n"
     ]
    }
   ],
   "source": [
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": \"050020\",\n",
    "            \"dq\": \"050020\",\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 0,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": \"产品经理\",\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': '__uuid=1683874735125.20; __tlog=1683874735136.27%7C00000000%7C00000000%7Cs_00_t00%7Cs_00_t00; XSRF-TOKEN=0XI5VG_lQnST14R_Eb8SQA; __gc_id=bc05fe689a464a178878c3415d1ab7c1; _ga=GA1.1.719278500.1683874750; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1683874751; acw_tc=2760828b16838747503347854ef63e65c43f3d23b6f7dfe253d9c31ae6629e; _ga_54YTJKWN86=GS1.1.1683874749.1.1.1683874753.0.0.0; __session_seq=3; __uv_seq=3; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1683874755',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/105.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': '9a237c14-62ad-45dc-af77-2f0eb0de7a3b',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': '0XI5VG_lQnST14R_Eb8SQA'\n",
    "}\n",
    "\n",
    "# send a POST request with headers\n",
    "r = requests.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a93e4d0f-f1b5-423c-a113-e9c4386fb4cc",
   "metadata": {},
   "source": [
    "# 数据分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "071a7dba-4b30-4fe0-9af9-28356d4e46fa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.advViewFlag</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>%7B%22jobId%22%3A%2256376837%22%2C%22d_curPage...</td>\n",
       "      <td>{\"jobId\":\"56376837\",\"userId\":\"4e54ac2e3b974628...</td>\n",
       "      <td>['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金...</td>\n",
       "      <td>56376837</td>\n",
       "      <td>C端高级产品经理(J10043)</td>\n",
       "      <td>2</td>\n",
       "      <td>15-30k·15薪</td>\n",
       "      <td>True</td>\n",
       "      <td>20230621091013</td>\n",
       "      <td>...</td>\n",
       "      <td>王先生</td>\n",
       "      <td>人力资源伙伴(HRBP)</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>9954019.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>盈米基金</td>\n",
       "      <td>B轮</td>\n",
       "      <td>5e38f3e729d83a67544619cd08u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/9954019/</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>%7B%22jobId%22%3A%2258733143%22%2C%22d_curPage...</td>\n",
       "      <td>{\"jobId\":\"58733143\",\"userId\":\"32232aca46ec9ae7...</td>\n",
       "      <td>[]</td>\n",
       "      <td>58733143</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>True</td>\n",
       "      <td>20230619103414</td>\n",
       "      <td>...</td>\n",
       "      <td>李女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>8094471.0</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>辉柏嘉(中国)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5fdc38169b3439706a19fd5901u.png</td>\n",
       "      <td>https://www.liepin.com/company/8094471/</td>\n",
       "      <td>办公用品/设备</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>%7B%22jobId%22%3A%2258956493%22%2C%22d_curPage...</td>\n",
       "      <td>{\"jobId\":\"58956493\",\"userId\":\"df48f523e5944ace...</td>\n",
       "      <td>[]</td>\n",
       "      <td>58956493</td>\n",
       "      <td>Product Marketing Manager</td>\n",
       "      <td>2</td>\n",
       "      <td>18-25k·14薪</td>\n",
       "      <td>True</td>\n",
       "      <td>20230616103702</td>\n",
       "      <td>...</td>\n",
       "      <td>黄女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>7977404.0</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>卡尔蔡司光学(广州)有限公司</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>648fbf95b7732f1e292621c406u.png</td>\n",
       "      <td>https://www.liepin.com/company/7977404/</td>\n",
       "      <td>批发/零售</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>%7B%22jobId%22%3A%2250965433%22%2C%22d_curPage...</td>\n",
       "      <td>{\"jobId\":\"50965433\",\"userId\":\"14799e1bef289c70...</td>\n",
       "      <td>['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析...</td>\n",
       "      <td>50965433</td>\n",
       "      <td>产品经理（化妆品原料）/Product Manager</td>\n",
       "      <td>2</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>False</td>\n",
       "      <td>20230621113158</td>\n",
       "      <td>...</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR Officer</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>贸易/进出口</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>%7B%22jobId%22%3A%2257679297%22%2C%22d_curPage...</td>\n",
       "      <td>{\"jobId\":\"57679297\",\"userId\":\"74207202b9a1882c...</td>\n",
       "      <td>['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'S...</td>\n",
       "      <td>57679297</td>\n",
       "      <td>产品经理Product Manager</td>\n",
       "      <td>2</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>False</td>\n",
       "      <td>20230410215438</td>\n",
       "      <td>...</td>\n",
       "      <td>樊女士</td>\n",
       "      <td>HRM</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>13315477.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>广州市新目标电子商务有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/13315477/</td>\n",
       "      <td>IT服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>835</th>\n",
       "      <td>35</td>\n",
       "      <td>%7B%22jobId%22%3A%2245177357%22%2C%22d_curPage...</td>\n",
       "      <td>{\"jobId\":\"45177357\",\"recruiterName\":\"孙女士\",\"job...</td>\n",
       "      <td>['市场营销', '产品管理', '产品开发']</td>\n",
       "      <td>45177357</td>\n",
       "      <td>Product Manager</td>\n",
       "      <td>1</td>\n",
       "      <td>25-30k</td>\n",
       "      <td>False</td>\n",
       "      <td>20230621104001</td>\n",
       "      <td>...</td>\n",
       "      <td>孙女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>6321be3095ee1c04143439eb01u.jpeg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>某国内大型快消品公司</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>日化</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>836</th>\n",
       "      <td>36</td>\n",
       "      <td>%7B%22jobId%22%3A%2259115121%22%2C%22d_curPage...</td>\n",
       "      <td>{\"jobId\":\"59115121\",\"recruiterName\":\"陈女士\",\"job...</td>\n",
       "      <td>['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']</td>\n",
       "      <td>59115121</td>\n",
       "      <td>微生物检测产品经理（制药行业/双休）</td>\n",
       "      <td>2</td>\n",
       "      <td>15-20k·16薪</td>\n",
       "      <td>False</td>\n",
       "      <td>20230606134705</td>\n",
       "      <td>...</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>7932064.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>广东环凯微生物科技有限公司</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>5bfe8edd74719d35745a548603a.png</td>\n",
       "      <td>https://www.liepin.com/company/7932064/</td>\n",
       "      <td>制药</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>837</th>\n",
       "      <td>37</td>\n",
       "      <td>%7B%22jobId%22%3A%2257403583%22%2C%22d_curPage...</td>\n",
       "      <td>{\"jobId\":\"57403583\",\"recruiterName\":\"俞女士\",\"job...</td>\n",
       "      <td>['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务...</td>\n",
       "      <td>57403583</td>\n",
       "      <td>CRM实施顾问&amp;项目经理PM(J12971)</td>\n",
       "      <td>2</td>\n",
       "      <td>11-22k</td>\n",
       "      <td>False</td>\n",
       "      <td>20230329180701</td>\n",
       "      <td>...</td>\n",
       "      <td>俞女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>601baaab60c8320221e3c1d902u.png</td>\n",
       "      <td>8361671.0</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>上海汉得信息技术股份有限公司</td>\n",
       "      <td>已上市</td>\n",
       "      <td>5ed700f4ec4db462f82e4ddf01u.png</td>\n",
       "      <td>https://www.liepin.com/company/8361671/</td>\n",
       "      <td>互联网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>838</th>\n",
       "      <td>38</td>\n",
       "      <td>%7B%22jobId%22%3A%2255992453%22%2C%22d_curPage...</td>\n",
       "      <td>{\"jobId\":\"55992453\",\"recruiterName\":\"郑先生\",\"job...</td>\n",
       "      <td>['品牌策划']</td>\n",
       "      <td>55992453</td>\n",
       "      <td>产品策划经理</td>\n",
       "      <td>2</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>False</td>\n",
       "      <td>20230520104442</td>\n",
       "      <td>...</td>\n",
       "      <td>郑先生</td>\n",
       "      <td>HRM</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>9660700.0</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>嫚熙控股(广州)有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5f30a76e556e7a7b1280cc3006u.png</td>\n",
       "      <td>https://www.liepin.com/company/9660700/</td>\n",
       "      <td>互联网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>839</th>\n",
       "      <td>39</td>\n",
       "      <td>%7B%22jobId%22%3A%2245327891%22%2C%22d_curPage...</td>\n",
       "      <td>{\"jobId\":\"45327891\",\"recruiterName\":\"唐女士\",\"job...</td>\n",
       "      <td>[]</td>\n",
       "      <td>45327891</td>\n",
       "      <td>硬件产品经理</td>\n",
       "      <td>1</td>\n",
       "      <td>30-50k·14薪</td>\n",
       "      <td>False</td>\n",
       "      <td>20230425143147</td>\n",
       "      <td>...</td>\n",
       "      <td>唐女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>5f8fa3bddfb13a7dee343d7608u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>某广州电气机械/器材公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>电气机械/器材</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>840 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0                                           dataInfo  \\\n",
       "0             0  %7B%22jobId%22%3A%2256376837%22%2C%22d_curPage...   \n",
       "1             1  %7B%22jobId%22%3A%2258733143%22%2C%22d_curPage...   \n",
       "2             2  %7B%22jobId%22%3A%2258956493%22%2C%22d_curPage...   \n",
       "3             3  %7B%22jobId%22%3A%2250965433%22%2C%22d_curPage...   \n",
       "4             4  %7B%22jobId%22%3A%2257679297%22%2C%22d_curPage...   \n",
       "..          ...                                                ...   \n",
       "835          35  %7B%22jobId%22%3A%2245177357%22%2C%22d_curPage...   \n",
       "836          36  %7B%22jobId%22%3A%2259115121%22%2C%22d_curPage...   \n",
       "837          37  %7B%22jobId%22%3A%2257403583%22%2C%22d_curPage...   \n",
       "838          38  %7B%22jobId%22%3A%2255992453%22%2C%22d_curPage...   \n",
       "839          39  %7B%22jobId%22%3A%2245327891%22%2C%22d_curPage...   \n",
       "\n",
       "                                            dataParams  \\\n",
       "0    {\"jobId\":\"56376837\",\"userId\":\"4e54ac2e3b974628...   \n",
       "1    {\"jobId\":\"58733143\",\"userId\":\"32232aca46ec9ae7...   \n",
       "2    {\"jobId\":\"58956493\",\"userId\":\"df48f523e5944ace...   \n",
       "3    {\"jobId\":\"50965433\",\"userId\":\"14799e1bef289c70...   \n",
       "4    {\"jobId\":\"57679297\",\"userId\":\"74207202b9a1882c...   \n",
       "..                                                 ...   \n",
       "835  {\"jobId\":\"45177357\",\"recruiterName\":\"孙女士\",\"job...   \n",
       "836  {\"jobId\":\"59115121\",\"recruiterName\":\"陈女士\",\"job...   \n",
       "837  {\"jobId\":\"57403583\",\"recruiterName\":\"俞女士\",\"job...   \n",
       "838  {\"jobId\":\"55992453\",\"recruiterName\":\"郑先生\",\"job...   \n",
       "839  {\"jobId\":\"45327891\",\"recruiterName\":\"唐女士\",\"job...   \n",
       "\n",
       "                                            job.labels  job.jobId  \\\n",
       "0    ['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金...   56376837   \n",
       "1                                                   []   58733143   \n",
       "2                                                   []   58956493   \n",
       "3    ['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析...   50965433   \n",
       "4    ['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'S...   57679297   \n",
       "..                                                 ...        ...   \n",
       "835                           ['市场营销', '产品管理', '产品开发']   45177357   \n",
       "836             ['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']   59115121   \n",
       "837  ['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务...   57403583   \n",
       "838                                           ['品牌策划']   55992453   \n",
       "839                                                 []   45327891   \n",
       "\n",
       "                       job.title  job.jobKind  job.salary  job.advViewFlag  \\\n",
       "0               C端高级产品经理(J10043)            2  15-30k·15薪             True   \n",
       "1                           产品经理            2        薪资面议             True   \n",
       "2      Product Marketing Manager            2  18-25k·14薪             True   \n",
       "3    产品经理（化妆品原料）/Product Manager            2        薪资面议            False   \n",
       "4            产品经理Product Manager            2      20-25k            False   \n",
       "..                           ...          ...         ...              ...   \n",
       "835             Product Manager             1      25-30k            False   \n",
       "836           微生物检测产品经理（制药行业/双休）            2  15-20k·16薪            False   \n",
       "837       CRM实施顾问&项目经理PM(J12971)            2      11-22k            False   \n",
       "838                       产品策划经理            2      15-25k            False   \n",
       "839                       硬件产品经理            1  30-50k·14薪            False   \n",
       "\n",
       "     job.refreshTime  ... recruiter.recruiterName  recruiter.recruiterTitle  \\\n",
       "0     20230621091013  ...                     王先生              人力资源伙伴(HRBP)   \n",
       "1     20230619103414  ...                     李女士                        HR   \n",
       "2     20230616103702  ...                     黄女士                        HR   \n",
       "3     20230621113158  ...                     吴女士                HR Officer   \n",
       "4     20230410215438  ...                     樊女士                       HRM   \n",
       "..               ...  ...                     ...                       ...   \n",
       "835   20230621104001  ...                     孙女士                      猎头顾问   \n",
       "836   20230606134705  ...                     陈女士                       NaN   \n",
       "837   20230329180701  ...                     俞女士                        HR   \n",
       "838   20230520104442  ...                     郑先生                       HRM   \n",
       "839   20230425143147  ...                     唐女士                      猎头顾问   \n",
       "\n",
       "             recruiter.recruiterPhoto  comp.compId  comp.compScale  \\\n",
       "0     5f8f986aea60860b75384fab08u.jpg    9954019.0        100-499人   \n",
       "1     5f8f986779c7cc70efbf36c008u.jpg    8094471.0        500-999人   \n",
       "2     5f8f9865ea60860b75384fa508u.jpg    7977404.0        500-999人   \n",
       "3     5f8f98648dbe6273dcf8515508u.jpg    8112968.0          50-99人   \n",
       "4     5f8f9863f6d1ab58476f246a08u.jpg   13315477.0        100-499人   \n",
       "..                                ...          ...             ...   \n",
       "835  6321be3095ee1c04143439eb01u.jpeg          NaN      2000-5000人   \n",
       "836   5f8f98648dbe6273dcf8515508u.jpg    7932064.0        100-499人   \n",
       "837   601baaab60c8320221e3c1d902u.png    8361671.0        10000人以上   \n",
       "838   5f8f9868f6d1ab58476f24a008u.jpg    9660700.0      1000-2000人   \n",
       "839   5f8fa3bddfb13a7dee343d7608u.png          NaN           1-49人   \n",
       "\n",
       "      comp.compName comp.compStage                    comp.compLogo  \\\n",
       "0              盈米基金             B轮  5e38f3e729d83a67544619cd08u.jpg   \n",
       "1           辉柏嘉(中国)            NaN  5fdc38169b3439706a19fd5901u.png   \n",
       "2    卡尔蔡司光学(广州)有限公司          融资未公开  648fbf95b7732f1e292621c406u.png   \n",
       "3              仙婷集团            NaN  6274ee6d04a5ff469b10880402u.png   \n",
       "4    广州市新目标电子商务有限公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       "..              ...            ...                              ...   \n",
       "835      某国内大型快消品公司          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       "836   广东环凯微生物科技有限公司          融资未公开  5bfe8edd74719d35745a548603a.png   \n",
       "837  上海汉得信息技术股份有限公司            已上市  5ed700f4ec4db462f82e4ddf01u.png   \n",
       "838    嫚熙控股(广州)有限公司            NaN  5f30a76e556e7a7b1280cc3006u.png   \n",
       "839    某广州电气机械/器材公司            NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       "\n",
       "                                    comp.link comp.compIndustry  \n",
       "0     https://www.liepin.com/company/9954019/          基金/证券/期货  \n",
       "1     https://www.liepin.com/company/8094471/           办公用品/设备  \n",
       "2     https://www.liepin.com/company/7977404/             批发/零售  \n",
       "3     https://www.liepin.com/company/8112968/            贸易/进出口  \n",
       "4    https://www.liepin.com/company/13315477/              IT服务  \n",
       "..                                        ...               ...  \n",
       "835                                       NaN                日化  \n",
       "836   https://www.liepin.com/company/7932064/                制药  \n",
       "837   https://www.liepin.com/company/8361671/               互联网  \n",
       "838   https://www.liepin.com/company/9660700/               互联网  \n",
       "839                                       NaN           电气机械/器材  \n",
       "\n",
       "[840 rows x 32 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_excel('liepin_PM_0510.xlsx')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "d6b5d74a-cc36-4548-aa6a-a694ea93a12b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 840 entries, 0 to 839\n",
      "Data columns (total 32 columns):\n",
      " #   Column                    Non-Null Count  Dtype  \n",
      "---  ------                    --------------  -----  \n",
      " 0   Unnamed: 0                840 non-null    int64  \n",
      " 1   dataInfo                  840 non-null    object \n",
      " 2   dataParams                840 non-null    object \n",
      " 3   job.labels                840 non-null    object \n",
      " 4   job.jobId                 840 non-null    int64  \n",
      " 5   job.title                 840 non-null    object \n",
      " 6   job.jobKind               840 non-null    int64  \n",
      " 7   job.salary                840 non-null    object \n",
      " 8   job.advViewFlag           840 non-null    bool   \n",
      " 9   job.refreshTime           840 non-null    int64  \n",
      " 10  job.dq                    840 non-null    object \n",
      " 11  job.topJob                840 non-null    bool   \n",
      " 12  job.link                  840 non-null    object \n",
      " 13  job.pcOuterLink           0 non-null      float64\n",
      " 14  job.h5OuterLink           0 non-null      float64\n",
      " 15  job.requireWorkYears      840 non-null    object \n",
      " 16  job.requireEduLevel       840 non-null    object \n",
      " 17  job.dataPromId            840 non-null    object \n",
      " 18  recruiter.recruiterId     840 non-null    object \n",
      " 19  recruiter.imId            840 non-null    object \n",
      " 20  recruiter.imUserType      840 non-null    int64  \n",
      " 21  recruiter.chatted         840 non-null    bool   \n",
      " 22  recruiter.recruiterName   840 non-null    object \n",
      " 23  recruiter.recruiterTitle  777 non-null    object \n",
      " 24  recruiter.recruiterPhoto  840 non-null    object \n",
      " 25  comp.compId               593 non-null    float64\n",
      " 26  comp.compScale            840 non-null    object \n",
      " 27  comp.compName             840 non-null    object \n",
      " 28  comp.compStage            504 non-null    object \n",
      " 29  comp.compLogo             840 non-null    object \n",
      " 30  comp.link                 593 non-null    object \n",
      " 31  comp.compIndustry         840 non-null    object \n",
      "dtypes: bool(3), float64(3), int64(5), object(21)\n",
      "memory usage: 192.9+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1a27edbd-3f2b-40d8-a36b-e4e4fc95a68b",
   "metadata": {},
   "source": [
    "## 筛选数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "2c1dffff-c972-4e50-92fb-be1bd8a6aa67",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compScale</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金...</td>\n",
       "      <td>20230621091013</td>\n",
       "      <td>C端高级产品经理(J10043)</td>\n",
       "      <td>15-30k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>True</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>B轮</td>\n",
       "      <td>盈米基金</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230619103414</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州</td>\n",
       "      <td>True</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>辉柏嘉(中国)</td>\n",
       "      <td>办公用品/设备</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230616103702</td>\n",
       "      <td>Product Marketing Manager</td>\n",
       "      <td>18-25k·14薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>True</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>硕士</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>卡尔蔡司光学(广州)有限公司</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析...</td>\n",
       "      <td>20230621113158</td>\n",
       "      <td>产品经理（化妆品原料）/Product Manager</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>硕士</td>\n",
       "      <td>NaN</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'S...</td>\n",
       "      <td>20230410215438</td>\n",
       "      <td>产品经理Product Manager</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州市新目标电子商务有限公司</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>835</th>\n",
       "      <td>['市场营销', '产品管理', '产品开发']</td>\n",
       "      <td>20230621104001</td>\n",
       "      <td>Product Manager</td>\n",
       "      <td>25-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某国内大型快消品公司</td>\n",
       "      <td>日化</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>836</th>\n",
       "      <td>['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']</td>\n",
       "      <td>20230606134705</td>\n",
       "      <td>微生物检测产品经理（制药行业/双休）</td>\n",
       "      <td>15-20k·16薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>广东环凯微生物科技有限公司</td>\n",
       "      <td>制药</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>837</th>\n",
       "      <td>['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务...</td>\n",
       "      <td>20230329180701</td>\n",
       "      <td>CRM实施顾问&amp;项目经理PM(J12971)</td>\n",
       "      <td>11-22k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>已上市</td>\n",
       "      <td>上海汉得信息技术股份有限公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>838</th>\n",
       "      <td>['品牌策划']</td>\n",
       "      <td>20230520104442</td>\n",
       "      <td>产品策划经理</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>嫚熙控股(广州)有限公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>839</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230425143147</td>\n",
       "      <td>硬件产品经理</td>\n",
       "      <td>30-50k·14薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州电气机械/器材公司</td>\n",
       "      <td>电气机械/器材</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>840 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            job.labels  job.refreshTime  \\\n",
       "0    ['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金...   20230621091013   \n",
       "1                                                   []   20230619103414   \n",
       "2                                                   []   20230616103702   \n",
       "3    ['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析...   20230621113158   \n",
       "4    ['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'S...   20230410215438   \n",
       "..                                                 ...              ...   \n",
       "835                           ['市场营销', '产品管理', '产品开发']   20230621104001   \n",
       "836             ['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']   20230606134705   \n",
       "837  ['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务...   20230329180701   \n",
       "838                                           ['品牌策划']   20230520104442   \n",
       "839                                                 []   20230425143147   \n",
       "\n",
       "                       job.title  job.salary  job.dq  job.topJob  \\\n",
       "0               C端高级产品经理(J10043)  15-30k·15薪      广州        True   \n",
       "1                           产品经理        薪资面议      广州        True   \n",
       "2      Product Marketing Manager  18-25k·14薪  广州-天河区        True   \n",
       "3    产品经理（化妆品原料）/Product Manager        薪资面议  广州-天河区       False   \n",
       "4            产品经理Product Manager      20-25k  广州-番禺区       False   \n",
       "..                           ...         ...     ...         ...   \n",
       "835             Product Manager       25-30k      广州       False   \n",
       "836           微生物检测产品经理（制药行业/双休）  15-20k·16薪  广州-黄埔区       False   \n",
       "837       CRM实施顾问&项目经理PM(J12971)      11-22k  广州-番禺区       False   \n",
       "838                       产品策划经理      15-25k  广州-白云区       False   \n",
       "839                       硬件产品经理  30-50k·14薪  广州-海珠区       False   \n",
       "\n",
       "    job.requireWorkYears job.requireEduLevel comp.compStage   comp.compName  \\\n",
       "0                   3-5年                  本科             B轮            盈米基金   \n",
       "1                  5-10年                统招本科            NaN         辉柏嘉(中国)   \n",
       "2                  5-10年                  硕士          融资未公开  卡尔蔡司光学(广州)有限公司   \n",
       "3                   3-5年                  硕士            NaN            仙婷集团   \n",
       "4                   3-5年                  本科            NaN  广州市新目标电子商务有限公司   \n",
       "..                   ...                 ...            ...             ...   \n",
       "835                 1-3年               本科及以上          融资未公开      某国内大型快消品公司   \n",
       "836                5-10年                统招本科          融资未公开   广东环凯微生物科技有限公司   \n",
       "837                 3-5年                  本科            已上市  上海汉得信息技术股份有限公司   \n",
       "838                5-10年                  本科            NaN    嫚熙控股(广州)有限公司   \n",
       "839                5-10年               本科及以上            NaN    某广州电气机械/器材公司   \n",
       "\n",
       "    comp.compIndustry comp.compScale  \n",
       "0            基金/证券/期货       100-499人  \n",
       "1             办公用品/设备       500-999人  \n",
       "2               批发/零售       500-999人  \n",
       "3              贸易/进出口         50-99人  \n",
       "4                IT服务       100-499人  \n",
       "..                ...            ...  \n",
       "835                日化     2000-5000人  \n",
       "836                制药       100-499人  \n",
       "837               互联网       10000人以上  \n",
       "838               互联网     1000-2000人  \n",
       "839           电气机械/器材          1-49人  \n",
       "\n",
       "[840 rows x 12 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品_广州 =  df[['job.labels','job.refreshTime','job.title','job.salary','job.dq','job.topJob','job.requireWorkYears','job.requireEduLevel','comp.compStage','comp.compName','comp.compIndustry','comp.compScale']]\n",
    "df_产品_广州"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "978aa868-17e3-48b7-9fa9-f18a4160bc59",
   "metadata": {},
   "source": [
    "## 广州的产品经理地区分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "60bcb055-0c6e-4f22-a226-4c1892d819e6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "广州        307\n",
       "广州-天河区    252\n",
       "广州-番禺区     79\n",
       "广州-越秀区     63\n",
       "广州-白云区     63\n",
       "广州-海珠区     34\n",
       "广州-南沙区     21\n",
       "广州-黄埔区     21\n",
       "Name: job.dq, dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品_广州['job.dq'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45d37136-25f2-4a39-bc22-5a234373ffbf",
   "metadata": {},
   "source": [
    "# 处理表格中的字符串\n",
    "## 知识点：dataframe字符串处理\n",
    "- pandas.series.str\n",
    "- str.split()\n",
    "- str.contains()\n",
    "- str.replace()\n",
    "...\n",
    "- pandas.Series.apply"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "b7d069cf-3fba-48bb-8b50-52a4453c0136",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['天河区', '番禺区', '越秀区', '白云区', '海珠区', '南沙区', '黄埔区']"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州地区 = [  i.split('-')[1]       for i in df_产品_广州['job.dq'].value_counts().index.tolist()[1:]]\n",
    "广州地区"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "94cd2344-3b3c-43fc-9eb3-e08081315d06",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[252, 79, 63, 63, 34, 21, 21]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州_岗位数量 = df_产品_广州['job.dq'].value_counts().values.tolist()[1:]\n",
    "广州_岗位数量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "771a5f63-cbb8-4d7c-b7b8-d34b0cec2549",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: pyecharts in /Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages (2.0.3)\n",
      "Requirement already satisfied: prettytable in /Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages (from pyecharts) (3.7.0)\n",
      "Requirement already satisfied: jinja2 in /Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages (from pyecharts) (3.1.2)\n",
      "Requirement already satisfied: simplejson in /Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages (from pyecharts) (3.19.1)\n",
      "Requirement already satisfied: MarkupSafe>=2.0 in /Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages (from jinja2->pyecharts) (2.1.1)\n",
      "Requirement already satisfied: wcwidth in /Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages (from prettytable->pyecharts) (0.2.5)\n"
     ]
    }
   ],
   "source": [
    "!pip install pyecharts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "85149ace-142d-47c0-9a2f-0fac8184edc7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min', '广州':'https://assets.pyecharts.org/assets/v5/maps/guang3_dong1_guang3_zhou1'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"76c25f7841954e8f88527295cfe0811a\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts', '广州'], function(echarts) {\n",
       "                var chart_76c25f7841954e8f88527295cfe0811a = echarts.init(\n",
       "                    document.getElementById('76c25f7841954e8f88527295cfe0811a'), 'white', {renderer: 'canvas'});\n",
       "                var option_76c25f7841954e8f88527295cfe0811a = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"map\",\n",
       "            \"name\": \"\\u5546\\u5bb6A\",\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"map\": \"\\u5e7f\\u5dde\",\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u5929\\u6cb3\\u533a\",\n",
       "                    \"value\": 252\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u756a\\u79ba\\u533a\",\n",
       "                    \"value\": 79\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8d8a\\u79c0\\u533a\",\n",
       "                    \"value\": 63\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u767d\\u4e91\\u533a\",\n",
       "                    \"value\": 63\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6d77\\u73e0\\u533a\",\n",
       "                    \"value\": 34\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5357\\u6c99\\u533a\",\n",
       "                    \"value\": 21\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ec4\\u57d4\\u533a\",\n",
       "                    \"value\": 21\n",
       "                }\n",
       "            ],\n",
       "            \"roam\": true,\n",
       "            \"aspectScale\": 0.75,\n",
       "            \"nameProperty\": \"name\",\n",
       "            \"selectedMode\": false,\n",
       "            \"zoom\": 1,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"mapValueCalculation\": \"sum\",\n",
       "            \"showLegendSymbol\": true,\n",
       "            \"emphasis\": {}\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u5546\\u5bb6A\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"Map-\\u5e7f\\u5dde\\u5730\\u56fe\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ],\n",
       "    \"visualMap\": {\n",
       "        \"show\": true,\n",
       "        \"type\": \"continuous\",\n",
       "        \"min\": 0,\n",
       "        \"max\": 100,\n",
       "        \"inRange\": {\n",
       "            \"color\": [\n",
       "                \"#50a3ba\",\n",
       "                \"#eac763\",\n",
       "                \"#d94e5d\"\n",
       "            ]\n",
       "        },\n",
       "        \"calculable\": true,\n",
       "        \"inverse\": false,\n",
       "        \"splitNumber\": 5,\n",
       "        \"hoverLink\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"padding\": 5,\n",
       "        \"showLabel\": true,\n",
       "        \"itemWidth\": 20,\n",
       "        \"itemHeight\": 140,\n",
       "        \"borderWidth\": 0\n",
       "    }\n",
       "};\n",
       "                chart_76c25f7841954e8f88527295cfe0811a.setOption(option_76c25f7841954e8f88527295cfe0811a);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x7fa64b038640>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 可视化：以可视化工具数据形态符合的数据进行输入\n",
    "\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Map()\n",
    "    .add(\"商家A\", [list(z) for z in zip(广州地区, 广州_岗位数量)], \"广州\")\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"Map-广州地图\"), visualmap_opts=opts.VisualMapOpts()\n",
    "    )\n",
    "    \n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "d31b2d0c-e92d-48af-9c7c-3224544e6726",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      ['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金...\n",
       "1                                                     []\n",
       "2                                                     []\n",
       "3      ['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析...\n",
       "4      ['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'S...\n",
       "                             ...                        \n",
       "835                             ['市场营销', '产品管理', '产品开发']\n",
       "836               ['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']\n",
       "837    ['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务...\n",
       "838                                             ['品牌策划']\n",
       "839                                                   []\n",
       "Name: job.labels, Length: 840, dtype: object"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品_广州['job.labels']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "9867e12a-8776-4d97-92bc-8b04d9b4bd78",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/l3/qb66j_w51vqdx0lr5h8jv2qh0000gn/T/ipykernel_34997/2950232918.py:1: FutureWarning: The default value of regex will change from True to False in a future version. In addition, single character regular expressions will *not* be treated as literal strings when regex=True.\n",
      "  df_产品_广州['job.labels'].str.replace('[', '').str.replace(']','')\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0      '客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融...\n",
       "1                                                       \n",
       "2                                                       \n",
       "3      '英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析'...\n",
       "4      '数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQ...\n",
       "                             ...                        \n",
       "835                               '市场营销', '产品管理', '产品开发'\n",
       "836                 '市场洞察', '拓展培训', '团队管理', '销售管理', '出差'\n",
       "837    'CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业...\n",
       "838                                               '品牌策划'\n",
       "839                                                     \n",
       "Name: job.labels, Length: 840, dtype: object"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品_广州['job.labels'].str.replace('[', '').str.replace(']','')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "ef73d2f2-3dd6-4659-bf70-0ea50994d10d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]                                                                                          273\n",
       "['to C']                                                                                     42\n",
       "['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']      21\n",
       "['化妆品', '消费品', '产品开发']                                                                       21\n",
       "['产品优化', '二次元在研', '项目管理']                                                                    21\n",
       "['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']                                                       21\n",
       "['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']     21\n",
       "['游戏产品', 'MMO游戏']                                                                            21\n",
       "['市场营销', '产品管理', '产品开发']                                                                     21\n",
       "['品牌策划']                                                                                     21\n",
       "['泌尿外科']                                                                                     21\n",
       "['医院器械']                                                                                     21\n",
       "['商品管理', '产品企划', '商品运营']                                                                     21\n",
       "['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']                                                     21\n",
       "['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']                      21\n",
       "['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']            21\n",
       "['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']        21\n",
       "['产品设计', 'AI人工智能产品']                                                                         21\n",
       "['游戏行业']                                                                                     21\n",
       "['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']                   21\n",
       "['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']                  21\n",
       "['神外', '医生']                                                                                 21\n",
       "['中央市场产品经理经验', '区域推广经验']                                                                     21\n",
       "['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']                                   21\n",
       "['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']           21\n",
       "['to B', 'to G']                                                                             16\n",
       "['增长产品']                                                                                     13\n",
       "['数据分析']                                                                                     13\n",
       "Name: job.labels, dtype: int64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品_广州['job.labels'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "cfb1e3db-5efd-439e-9f80-0cd34f45b815",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        15\n",
       "1      薪资面议\n",
       "2        18\n",
       "3      薪资面议\n",
       "4        20\n",
       "       ... \n",
       "835      25\n",
       "836      15\n",
       "837      11\n",
       "838      15\n",
       "839      30\n",
       "Name: job.salary, Length: 840, dtype: object"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品_广州['job.salary'].str.split('-').apply(lambda x:x[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "6a655966-130b-434d-bcd6-b5e31bdd7299",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([\"['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']\",\n",
       "       '[]', '[]',\n",
       "       \"['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']\",\n",
       "       \"['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']\",\n",
       "       \"['中央市场产品经理经验', '区域推广经验']\", \"['神外', '医生']\",\n",
       "       \"['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']\",\n",
       "       \"['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']\",\n",
       "       '[]', \"['游戏行业']\", \"['产品设计', 'AI人工智能产品']\", '[]', '[]',\n",
       "       \"['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']\",\n",
       "       \"['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']\",\n",
       "       \"['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']\",\n",
       "       \"['化妆品', '消费品', '产品开发']\",\n",
       "       \"['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']\", \"['to C']\", '[]', '[]',\n",
       "       \"['商品管理', '产品企划', '商品运营']\", '[]', \"['医院器械']\", \"['泌尿外科']\", '[]',\n",
       "       '[]', \"['品牌策划']\", \"['市场营销', '产品管理', '产品开发']\", \"['to C']\",\n",
       "       \"['游戏产品', 'MMO游戏']\", '[]',\n",
       "       \"['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']\",\n",
       "       \"['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']\", '[]',\n",
       "       \"['产品优化', '二次元在研', '项目管理']\", \"['增长产品']\", '[]', \"['数据分析']\",\n",
       "       \"['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']\",\n",
       "       '[]', '[]',\n",
       "       \"['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']\",\n",
       "       \"['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']\",\n",
       "       \"['中央市场产品经理经验', '区域推广经验']\", \"['神外', '医生']\",\n",
       "       \"['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']\",\n",
       "       '[]', '[]', \"['to B', 'to G']\",\n",
       "       \"['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']\",\n",
       "       \"['产品设计', 'AI人工智能产品']\", \"['游戏行业']\", '[]', '[]', \"['to B', 'to G']\",\n",
       "       \"['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']\",\n",
       "       '[]',\n",
       "       \"['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']\",\n",
       "       \"['化妆品', '消费品', '产品开发']\",\n",
       "       \"['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']\",\n",
       "       \"['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']\",\n",
       "       \"['to C']\", '[]', \"['商品管理', '产品企划', '商品运营']\", '[]', \"['医院器械']\",\n",
       "       '[]', \"['泌尿外科']\", '[]', \"['游戏产品', 'MMO游戏']\", \"['to C']\", '[]',\n",
       "       \"['产品优化', '二次元在研', '项目管理']\", \"['市场营销', '产品管理', '产品开发']\",\n",
       "       \"['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']\",\n",
       "       \"['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']\",\n",
       "       \"['品牌策划']\", '[]',\n",
       "       \"['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']\",\n",
       "       '[]', '[]',\n",
       "       \"['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']\",\n",
       "       \"['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']\",\n",
       "       \"['中央市场产品经理经验', '区域推广经验']\", \"['神外', '医生']\",\n",
       "       \"['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']\",\n",
       "       \"['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']\",\n",
       "       '[]', \"['游戏行业']\", \"['产品设计', 'AI人工智能产品']\", '[]', '[]',\n",
       "       \"['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']\",\n",
       "       \"['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']\",\n",
       "       \"['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']\",\n",
       "       \"['化妆品', '消费品', '产品开发']\",\n",
       "       \"['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']\", \"['to C']\", '[]', '[]',\n",
       "       \"['商品管理', '产品企划', '商品运营']\", '[]', \"['医院器械']\", \"['泌尿外科']\", '[]',\n",
       "       '[]', \"['品牌策划']\", \"['市场营销', '产品管理', '产品开发']\", \"['to C']\",\n",
       "       \"['游戏产品', 'MMO游戏']\", '[]',\n",
       "       \"['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']\",\n",
       "       \"['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']\", '[]',\n",
       "       \"['产品优化', '二次元在研', '项目管理']\", \"['增长产品']\", '[]', \"['数据分析']\",\n",
       "       \"['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']\",\n",
       "       '[]', '[]',\n",
       "       \"['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']\",\n",
       "       \"['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']\",\n",
       "       \"['中央市场产品经理经验', '区域推广经验']\", \"['神外', '医生']\",\n",
       "       \"['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']\",\n",
       "       \"['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']\",\n",
       "       '[]', \"['游戏行业']\", \"['产品设计', 'AI人工智能产品']\", '[]', '[]',\n",
       "       \"['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']\",\n",
       "       \"['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']\",\n",
       "       \"['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']\",\n",
       "       \"['化妆品', '消费品', '产品开发']\",\n",
       "       \"['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']\", \"['to C']\", '[]', '[]',\n",
       "       \"['商品管理', '产品企划', '商品运营']\", '[]', \"['医院器械']\", \"['泌尿外科']\", '[]',\n",
       "       '[]', \"['品牌策划']\", \"['市场营销', '产品管理', '产品开发']\", \"['to C']\",\n",
       "       \"['游戏产品', 'MMO游戏']\", '[]',\n",
       "       \"['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']\",\n",
       "       \"['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']\", '[]',\n",
       "       \"['产品优化', '二次元在研', '项目管理']\", \"['增长产品']\", '[]', \"['数据分析']\",\n",
       "       \"['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']\",\n",
       "       '[]', '[]',\n",
       "       \"['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']\",\n",
       "       \"['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']\",\n",
       "       \"['中央市场产品经理经验', '区域推广经验']\", \"['神外', '医生']\",\n",
       "       \"['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']\",\n",
       "       '[]', '[]', \"['to B', 'to G']\",\n",
       "       \"['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']\",\n",
       "       \"['产品设计', 'AI人工智能产品']\", \"['游戏行业']\", '[]', '[]', \"['to B', 'to G']\",\n",
       "       \"['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']\",\n",
       "       '[]',\n",
       "       \"['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']\",\n",
       "       \"['化妆品', '消费品', '产品开发']\",\n",
       "       \"['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']\",\n",
       "       \"['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']\",\n",
       "       \"['to C']\", '[]', \"['商品管理', '产品企划', '商品运营']\", '[]', \"['医院器械']\",\n",
       "       '[]', \"['泌尿外科']\", '[]', \"['游戏产品', 'MMO游戏']\", \"['to C']\", '[]',\n",
       "       \"['产品优化', '二次元在研', '项目管理']\", \"['市场营销', '产品管理', '产品开发']\",\n",
       "       \"['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']\",\n",
       "       \"['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']\",\n",
       "       \"['品牌策划']\", '[]',\n",
       "       \"['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']\",\n",
       "       '[]', '[]',\n",
       "       \"['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']\",\n",
       "       \"['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']\",\n",
       "       \"['中央市场产品经理经验', '区域推广经验']\", \"['神外', '医生']\",\n",
       "       \"['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']\",\n",
       "       \"['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']\",\n",
       "       '[]', \"['游戏行业']\", \"['产品设计', 'AI人工智能产品']\", '[]', '[]',\n",
       "       \"['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']\",\n",
       "       \"['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']\",\n",
       "       \"['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']\",\n",
       "       \"['化妆品', '消费品', '产品开发']\",\n",
       "       \"['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']\", \"['to C']\", '[]', '[]',\n",
       "       \"['商品管理', '产品企划', '商品运营']\", '[]', \"['医院器械']\", \"['泌尿外科']\", '[]',\n",
       "       '[]', \"['品牌策划']\", \"['市场营销', '产品管理', '产品开发']\", \"['to C']\",\n",
       "       \"['游戏产品', 'MMO游戏']\", '[]',\n",
       "       \"['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']\",\n",
       "       \"['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']\", '[]',\n",
       "       \"['产品优化', '二次元在研', '项目管理']\", \"['增长产品']\", '[]', \"['数据分析']\",\n",
       "       \"['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']\",\n",
       "       '[]', '[]',\n",
       "       \"['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']\",\n",
       "       \"['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']\",\n",
       "       \"['中央市场产品经理经验', '区域推广经验']\", \"['神外', '医生']\",\n",
       "       \"['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']\",\n",
       "       '[]', '[]', \"['to B', 'to G']\",\n",
       "       \"['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']\",\n",
       "       \"['产品设计', 'AI人工智能产品']\", \"['游戏行业']\", '[]', '[]', \"['to B', 'to G']\",\n",
       "       \"['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']\",\n",
       "       '[]',\n",
       "       \"['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']\",\n",
       "       \"['化妆品', '消费品', '产品开发']\",\n",
       "       \"['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']\",\n",
       "       \"['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']\",\n",
       "       \"['to C']\", '[]', \"['商品管理', '产品企划', '商品运营']\", '[]', \"['医院器械']\",\n",
       "       '[]', \"['泌尿外科']\", '[]', \"['游戏产品', 'MMO游戏']\", \"['to C']\", '[]',\n",
       "       \"['产品优化', '二次元在研', '项目管理']\", \"['市场营销', '产品管理', '产品开发']\",\n",
       "       \"['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']\",\n",
       "       \"['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']\",\n",
       "       \"['品牌策划']\", '[]',\n",
       "       \"['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']\",\n",
       "       '[]', '[]',\n",
       "       \"['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']\",\n",
       "       \"['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']\",\n",
       "       \"['中央市场产品经理经验', '区域推广经验']\", \"['神外', '医生']\",\n",
       "       \"['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']\",\n",
       "       \"['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']\",\n",
       "       '[]', \"['游戏行业']\", \"['产品设计', 'AI人工智能产品']\", '[]', '[]',\n",
       "       \"['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']\",\n",
       "       \"['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']\",\n",
       "       \"['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']\",\n",
       "       \"['化妆品', '消费品', '产品开发']\",\n",
       "       \"['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']\", \"['to C']\", '[]', '[]',\n",
       "       \"['商品管理', '产品企划', '商品运营']\", '[]', \"['医院器械']\", \"['泌尿外科']\", '[]',\n",
       "       '[]', \"['品牌策划']\", \"['市场营销', '产品管理', '产品开发']\", \"['to C']\",\n",
       "       \"['游戏产品', 'MMO游戏']\", '[]',\n",
       "       \"['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']\",\n",
       "       \"['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']\", '[]',\n",
       "       \"['产品优化', '二次元在研', '项目管理']\", \"['增长产品']\", '[]', \"['数据分析']\",\n",
       "       \"['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']\",\n",
       "       '[]', '[]',\n",
       "       \"['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']\",\n",
       "       \"['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']\",\n",
       "       \"['中央市场产品经理经验', '区域推广经验']\", \"['神外', '医生']\",\n",
       "       \"['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']\",\n",
       "       '[]', '[]', \"['to B', 'to G']\",\n",
       "       \"['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']\",\n",
       "       \"['产品设计', 'AI人工智能产品']\", \"['游戏行业']\", '[]', '[]', \"['to B', 'to G']\",\n",
       "       \"['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']\",\n",
       "       '[]',\n",
       "       \"['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']\",\n",
       "       \"['化妆品', '消费品', '产品开发']\",\n",
       "       \"['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']\",\n",
       "       \"['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']\",\n",
       "       \"['to C']\", '[]', \"['商品管理', '产品企划', '商品运营']\", '[]', \"['医院器械']\",\n",
       "       '[]', \"['泌尿外科']\", '[]', \"['游戏产品', 'MMO游戏']\", \"['to C']\", '[]',\n",
       "       \"['产品优化', '二次元在研', '项目管理']\", \"['市场营销', '产品管理', '产品开发']\",\n",
       "       \"['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']\",\n",
       "       \"['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']\",\n",
       "       \"['品牌策划']\", '[]',\n",
       "       \"['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']\",\n",
       "       '[]', '[]',\n",
       "       \"['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']\",\n",
       "       \"['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']\",\n",
       "       \"['中央市场产品经理经验', '区域推广经验']\", \"['神外', '医生']\",\n",
       "       \"['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']\",\n",
       "       \"['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']\",\n",
       "       '[]', \"['游戏行业']\", \"['产品设计', 'AI人工智能产品']\", '[]', '[]',\n",
       "       \"['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']\",\n",
       "       \"['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']\",\n",
       "       \"['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']\",\n",
       "       \"['化妆品', '消费品', '产品开发']\",\n",
       "       \"['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']\", \"['to C']\", '[]', '[]',\n",
       "       \"['商品管理', '产品企划', '商品运营']\", '[]', \"['医院器械']\", \"['泌尿外科']\", '[]',\n",
       "       '[]', \"['品牌策划']\", \"['市场营销', '产品管理', '产品开发']\", \"['to C']\",\n",
       "       \"['游戏产品', 'MMO游戏']\", '[]',\n",
       "       \"['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']\",\n",
       "       \"['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']\", '[]',\n",
       "       \"['产品优化', '二次元在研', '项目管理']\", \"['增长产品']\", '[]', \"['数据分析']\",\n",
       "       \"['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']\",\n",
       "       '[]', '[]',\n",
       "       \"['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']\",\n",
       "       \"['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']\",\n",
       "       \"['中央市场产品经理经验', '区域推广经验']\", \"['神外', '医生']\",\n",
       "       \"['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']\",\n",
       "       '[]', '[]', \"['to B', 'to G']\",\n",
       "       \"['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']\",\n",
       "       \"['产品设计', 'AI人工智能产品']\", \"['游戏行业']\", '[]', '[]', \"['to B', 'to G']\",\n",
       "       \"['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']\",\n",
       "       '[]',\n",
       "       \"['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']\",\n",
       "       \"['化妆品', '消费品', '产品开发']\",\n",
       "       \"['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']\",\n",
       "       \"['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']\",\n",
       "       \"['to C']\", '[]', \"['商品管理', '产品企划', '商品运营']\", '[]', \"['医院器械']\",\n",
       "       '[]', \"['泌尿外科']\", '[]', \"['游戏产品', 'MMO游戏']\", \"['to C']\", '[]',\n",
       "       \"['产品优化', '二次元在研', '项目管理']\", \"['市场营销', '产品管理', '产品开发']\",\n",
       "       \"['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']\",\n",
       "       \"['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']\",\n",
       "       \"['品牌策划']\", '[]',\n",
       "       \"['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']\",\n",
       "       '[]', '[]',\n",
       "       \"['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']\",\n",
       "       \"['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']\",\n",
       "       \"['中央市场产品经理经验', '区域推广经验']\", \"['神外', '医生']\",\n",
       "       \"['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']\",\n",
       "       \"['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']\",\n",
       "       '[]', \"['游戏行业']\", \"['产品设计', 'AI人工智能产品']\", '[]', '[]',\n",
       "       \"['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']\",\n",
       "       \"['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']\",\n",
       "       \"['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']\",\n",
       "       \"['化妆品', '消费品', '产品开发']\",\n",
       "       \"['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']\", \"['to C']\", '[]', '[]',\n",
       "       \"['商品管理', '产品企划', '商品运营']\", '[]', \"['医院器械']\", \"['泌尿外科']\", '[]',\n",
       "       '[]', \"['品牌策划']\", \"['市场营销', '产品管理', '产品开发']\", \"['to C']\",\n",
       "       \"['游戏产品', 'MMO游戏']\", '[]',\n",
       "       \"['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']\",\n",
       "       \"['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']\", '[]',\n",
       "       \"['产品优化', '二次元在研', '项目管理']\", \"['增长产品']\", '[]', \"['数据分析']\",\n",
       "       \"['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']\",\n",
       "       '[]', '[]',\n",
       "       \"['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']\",\n",
       "       \"['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']\",\n",
       "       \"['中央市场产品经理经验', '区域推广经验']\", \"['神外', '医生']\",\n",
       "       \"['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']\",\n",
       "       \"['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']\",\n",
       "       '[]', \"['游戏行业']\", \"['产品设计', 'AI人工智能产品']\", '[]', '[]',\n",
       "       \"['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']\",\n",
       "       \"['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']\",\n",
       "       \"['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']\",\n",
       "       \"['化妆品', '消费品', '产品开发']\",\n",
       "       \"['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']\", \"['to C']\", '[]', '[]',\n",
       "       \"['商品管理', '产品企划', '商品运营']\", '[]', \"['医院器械']\", \"['泌尿外科']\", '[]',\n",
       "       '[]', \"['品牌策划']\", \"['市场营销', '产品管理', '产品开发']\", \"['to C']\",\n",
       "       \"['游戏产品', 'MMO游戏']\", '[]',\n",
       "       \"['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']\",\n",
       "       \"['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']\", '[]',\n",
       "       \"['产品优化', '二次元在研', '项目管理']\", \"['增长产品']\", '[]', \"['数据分析']\",\n",
       "       \"['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']\",\n",
       "       '[]', '[]',\n",
       "       \"['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']\",\n",
       "       \"['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']\",\n",
       "       \"['中央市场产品经理经验', '区域推广经验']\", \"['神外', '医生']\",\n",
       "       \"['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']\",\n",
       "       '[]', '[]', \"['to B', 'to G']\",\n",
       "       \"['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']\",\n",
       "       \"['产品设计', 'AI人工智能产品']\", \"['游戏行业']\", '[]', '[]', \"['to B', 'to G']\",\n",
       "       \"['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']\",\n",
       "       '[]',\n",
       "       \"['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']\",\n",
       "       \"['化妆品', '消费品', '产品开发']\",\n",
       "       \"['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']\",\n",
       "       \"['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']\",\n",
       "       \"['to C']\", '[]', \"['商品管理', '产品企划', '商品运营']\", '[]', \"['医院器械']\",\n",
       "       '[]', \"['泌尿外科']\", '[]', \"['游戏产品', 'MMO游戏']\", \"['to C']\", '[]',\n",
       "       \"['产品优化', '二次元在研', '项目管理']\", \"['市场营销', '产品管理', '产品开发']\",\n",
       "       \"['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']\",\n",
       "       \"['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']\",\n",
       "       \"['品牌策划']\", '[]',\n",
       "       \"['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']\",\n",
       "       '[]', '[]',\n",
       "       \"['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']\",\n",
       "       \"['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']\",\n",
       "       \"['中央市场产品经理经验', '区域推广经验']\", \"['神外', '医生']\",\n",
       "       \"['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']\",\n",
       "       \"['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']\",\n",
       "       '[]', \"['游戏行业']\", \"['产品设计', 'AI人工智能产品']\", '[]', '[]',\n",
       "       \"['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']\",\n",
       "       \"['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']\",\n",
       "       \"['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']\",\n",
       "       \"['化妆品', '消费品', '产品开发']\",\n",
       "       \"['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']\", \"['to C']\", '[]', '[]',\n",
       "       \"['商品管理', '产品企划', '商品运营']\", '[]', \"['医院器械']\", \"['泌尿外科']\", '[]',\n",
       "       '[]', \"['品牌策划']\", \"['市场营销', '产品管理', '产品开发']\", \"['to C']\",\n",
       "       \"['游戏产品', 'MMO游戏']\", '[]',\n",
       "       \"['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']\",\n",
       "       \"['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']\", '[]',\n",
       "       \"['产品优化', '二次元在研', '项目管理']\", \"['增长产品']\", '[]', \"['数据分析']\",\n",
       "       \"['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']\",\n",
       "       '[]', '[]',\n",
       "       \"['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']\",\n",
       "       \"['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']\",\n",
       "       \"['中央市场产品经理经验', '区域推广经验']\", \"['神外', '医生']\",\n",
       "       \"['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']\",\n",
       "       \"['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']\",\n",
       "       '[]', \"['游戏行业']\", \"['产品设计', 'AI人工智能产品']\", '[]', '[]',\n",
       "       \"['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']\",\n",
       "       \"['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']\",\n",
       "       \"['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']\",\n",
       "       \"['化妆品', '消费品', '产品开发']\",\n",
       "       \"['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']\", \"['to C']\", '[]', '[]',\n",
       "       \"['商品管理', '产品企划', '商品运营']\", '[]', \"['医院器械']\", \"['泌尿外科']\", '[]',\n",
       "       '[]', \"['品牌策划']\", \"['市场营销', '产品管理', '产品开发']\", \"['to C']\",\n",
       "       \"['游戏产品', 'MMO游戏']\", '[]',\n",
       "       \"['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']\",\n",
       "       \"['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']\", '[]',\n",
       "       \"['产品优化', '二次元在研', '项目管理']\", \"['增长产品']\", '[]', \"['数据分析']\",\n",
       "       \"['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']\",\n",
       "       '[]', '[]',\n",
       "       \"['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']\",\n",
       "       \"['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']\",\n",
       "       \"['中央市场产品经理经验', '区域推广经验']\", \"['神外', '医生']\",\n",
       "       \"['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']\",\n",
       "       \"['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']\",\n",
       "       '[]', \"['游戏行业']\", \"['产品设计', 'AI人工智能产品']\", '[]', '[]',\n",
       "       \"['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']\",\n",
       "       \"['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']\",\n",
       "       \"['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']\",\n",
       "       \"['化妆品', '消费品', '产品开发']\",\n",
       "       \"['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']\", \"['to C']\", '[]', '[]',\n",
       "       \"['商品管理', '产品企划', '商品运营']\", '[]', \"['医院器械']\", \"['泌尿外科']\", '[]',\n",
       "       '[]', \"['品牌策划']\", \"['市场营销', '产品管理', '产品开发']\", \"['to C']\",\n",
       "       \"['游戏产品', 'MMO游戏']\", '[]',\n",
       "       \"['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']\",\n",
       "       \"['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']\", '[]',\n",
       "       \"['产品优化', '二次元在研', '项目管理']\", \"['增长产品']\", '[]', \"['数据分析']\",\n",
       "       \"['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']\",\n",
       "       '[]', '[]',\n",
       "       \"['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']\",\n",
       "       \"['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']\",\n",
       "       \"['中央市场产品经理经验', '区域推广经验']\", \"['神外', '医生']\",\n",
       "       \"['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']\",\n",
       "       \"['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']\",\n",
       "       '[]', \"['游戏行业']\", \"['产品设计', 'AI人工智能产品']\", '[]', '[]',\n",
       "       \"['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']\",\n",
       "       \"['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']\",\n",
       "       \"['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']\",\n",
       "       \"['化妆品', '消费品', '产品开发']\",\n",
       "       \"['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']\", \"['to C']\", '[]', '[]',\n",
       "       \"['商品管理', '产品企划', '商品运营']\", '[]', \"['医院器械']\", \"['泌尿外科']\", '[]',\n",
       "       '[]', \"['品牌策划']\", \"['市场营销', '产品管理', '产品开发']\", \"['to C']\",\n",
       "       \"['游戏产品', 'MMO游戏']\", '[]',\n",
       "       \"['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']\",\n",
       "       \"['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']\", '[]',\n",
       "       \"['产品优化', '二次元在研', '项目管理']\", \"['增长产品']\", '[]', \"['数据分析']\",\n",
       "       \"['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']\",\n",
       "       '[]', '[]',\n",
       "       \"['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']\",\n",
       "       \"['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']\",\n",
       "       \"['中央市场产品经理经验', '区域推广经验']\", \"['神外', '医生']\",\n",
       "       \"['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']\",\n",
       "       '[]', '[]', \"['to B', 'to G']\",\n",
       "       \"['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']\",\n",
       "       \"['产品设计', 'AI人工智能产品']\", \"['游戏行业']\", '[]', '[]', \"['to B', 'to G']\",\n",
       "       \"['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']\",\n",
       "       '[]',\n",
       "       \"['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']\",\n",
       "       \"['化妆品', '消费品', '产品开发']\",\n",
       "       \"['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']\",\n",
       "       \"['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']\",\n",
       "       \"['to C']\", '[]', \"['商品管理', '产品企划', '商品运营']\", '[]', \"['医院器械']\",\n",
       "       '[]', \"['泌尿外科']\", '[]', \"['游戏产品', 'MMO游戏']\", \"['to C']\", '[]',\n",
       "       \"['产品优化', '二次元在研', '项目管理']\", \"['市场营销', '产品管理', '产品开发']\",\n",
       "       \"['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']\",\n",
       "       \"['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']\",\n",
       "       \"['品牌策划']\", '[]',\n",
       "       \"['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']\",\n",
       "       '[]', '[]',\n",
       "       \"['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']\",\n",
       "       \"['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']\",\n",
       "       \"['中央市场产品经理经验', '区域推广经验']\", \"['神外', '医生']\",\n",
       "       \"['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']\",\n",
       "       \"['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']\",\n",
       "       '[]', \"['游戏行业']\", \"['产品设计', 'AI人工智能产品']\", '[]', '[]',\n",
       "       \"['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']\",\n",
       "       \"['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']\",\n",
       "       \"['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']\",\n",
       "       \"['化妆品', '消费品', '产品开发']\",\n",
       "       \"['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']\", \"['to C']\", '[]', '[]',\n",
       "       \"['商品管理', '产品企划', '商品运营']\", '[]', \"['医院器械']\", \"['泌尿外科']\", '[]',\n",
       "       '[]', \"['品牌策划']\", \"['市场营销', '产品管理', '产品开发']\", \"['to C']\",\n",
       "       \"['游戏产品', 'MMO游戏']\", '[]',\n",
       "       \"['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']\",\n",
       "       \"['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']\", '[]',\n",
       "       \"['产品优化', '二次元在研', '项目管理']\", \"['增长产品']\", '[]', \"['数据分析']\",\n",
       "       \"['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']\",\n",
       "       '[]', '[]',\n",
       "       \"['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']\",\n",
       "       \"['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']\",\n",
       "       \"['中央市场产品经理经验', '区域推广经验']\", \"['神外', '医生']\",\n",
       "       \"['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']\",\n",
       "       '[]', '[]', \"['to B', 'to G']\",\n",
       "       \"['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']\",\n",
       "       \"['产品设计', 'AI人工智能产品']\", \"['游戏行业']\", '[]', '[]', \"['to B', 'to G']\",\n",
       "       \"['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']\",\n",
       "       '[]',\n",
       "       \"['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']\",\n",
       "       \"['化妆品', '消费品', '产品开发']\",\n",
       "       \"['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']\",\n",
       "       \"['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']\",\n",
       "       \"['to C']\", '[]', \"['商品管理', '产品企划', '商品运营']\", '[]', \"['医院器械']\",\n",
       "       '[]', \"['泌尿外科']\", '[]', \"['游戏产品', 'MMO游戏']\", \"['to C']\", '[]',\n",
       "       \"['产品优化', '二次元在研', '项目管理']\", \"['市场营销', '产品管理', '产品开发']\",\n",
       "       \"['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']\",\n",
       "       \"['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']\",\n",
       "       \"['品牌策划']\", '[]'], dtype=object)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品_广州['job.labels'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "9d42dbd2-ef4c-4ce6-aa7c-5ae80a7c272e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([list(['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']),\n",
       "       list([]), list([]),\n",
       "       list(['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']),\n",
       "       list(['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']),\n",
       "       list(['中央市场产品经理经验', '区域推广经验']), list(['神外', '医生']),\n",
       "       list(['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']),\n",
       "       list(['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']),\n",
       "       list([]), list(['游戏行业']), list(['产品设计', 'AI人工智能产品']), list([]),\n",
       "       list([]),\n",
       "       list(['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']),\n",
       "       list(['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']),\n",
       "       list(['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']),\n",
       "       list(['化妆品', '消费品', '产品开发']),\n",
       "       list(['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']), list(['to C']),\n",
       "       list([]), list([]), list(['商品管理', '产品企划', '商品运营']), list([]),\n",
       "       list(['医院器械']), list(['泌尿外科']), list([]), list([]), list(['品牌策划']),\n",
       "       list(['市场营销', '产品管理', '产品开发']), list(['to C']),\n",
       "       list(['游戏产品', 'MMO游戏']), list([]),\n",
       "       list(['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']),\n",
       "       list(['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']), list([]),\n",
       "       list(['产品优化', '二次元在研', '项目管理']), list(['增长产品']), list([]),\n",
       "       list(['数据分析']),\n",
       "       list(['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']),\n",
       "       list([]), list([]),\n",
       "       list(['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']),\n",
       "       list(['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']),\n",
       "       list(['中央市场产品经理经验', '区域推广经验']), list(['神外', '医生']),\n",
       "       list(['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']),\n",
       "       list([]), list([]), list(['to B', 'to G']),\n",
       "       list(['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']),\n",
       "       list(['产品设计', 'AI人工智能产品']), list(['游戏行业']), list([]), list([]),\n",
       "       list(['to B', 'to G']),\n",
       "       list(['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']),\n",
       "       list([]),\n",
       "       list(['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']),\n",
       "       list(['化妆品', '消费品', '产品开发']),\n",
       "       list(['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']),\n",
       "       list(['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']),\n",
       "       list(['to C']), list([]), list(['商品管理', '产品企划', '商品运营']), list([]),\n",
       "       list(['医院器械']), list([]), list(['泌尿外科']), list([]),\n",
       "       list(['游戏产品', 'MMO游戏']), list(['to C']), list([]),\n",
       "       list(['产品优化', '二次元在研', '项目管理']), list(['市场营销', '产品管理', '产品开发']),\n",
       "       list(['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']),\n",
       "       list(['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']),\n",
       "       list(['品牌策划']), list([]),\n",
       "       list(['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']),\n",
       "       list([]), list([]),\n",
       "       list(['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']),\n",
       "       list(['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']),\n",
       "       list(['中央市场产品经理经验', '区域推广经验']), list(['神外', '医生']),\n",
       "       list(['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']),\n",
       "       list(['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']),\n",
       "       list([]), list(['游戏行业']), list(['产品设计', 'AI人工智能产品']), list([]),\n",
       "       list([]),\n",
       "       list(['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']),\n",
       "       list(['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']),\n",
       "       list(['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']),\n",
       "       list(['化妆品', '消费品', '产品开发']),\n",
       "       list(['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']), list(['to C']),\n",
       "       list([]), list([]), list(['商品管理', '产品企划', '商品运营']), list([]),\n",
       "       list(['医院器械']), list(['泌尿外科']), list([]), list([]), list(['品牌策划']),\n",
       "       list(['市场营销', '产品管理', '产品开发']), list(['to C']),\n",
       "       list(['游戏产品', 'MMO游戏']), list([]),\n",
       "       list(['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']),\n",
       "       list(['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']), list([]),\n",
       "       list(['产品优化', '二次元在研', '项目管理']), list(['增长产品']), list([]),\n",
       "       list(['数据分析']),\n",
       "       list(['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']),\n",
       "       list([]), list([]),\n",
       "       list(['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']),\n",
       "       list(['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']),\n",
       "       list(['中央市场产品经理经验', '区域推广经验']), list(['神外', '医生']),\n",
       "       list(['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']),\n",
       "       list(['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']),\n",
       "       list([]), list(['游戏行业']), list(['产品设计', 'AI人工智能产品']), list([]),\n",
       "       list([]),\n",
       "       list(['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']),\n",
       "       list(['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']),\n",
       "       list(['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']),\n",
       "       list(['化妆品', '消费品', '产品开发']),\n",
       "       list(['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']), list(['to C']),\n",
       "       list([]), list([]), list(['商品管理', '产品企划', '商品运营']), list([]),\n",
       "       list(['医院器械']), list(['泌尿外科']), list([]), list([]), list(['品牌策划']),\n",
       "       list(['市场营销', '产品管理', '产品开发']), list(['to C']),\n",
       "       list(['游戏产品', 'MMO游戏']), list([]),\n",
       "       list(['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']),\n",
       "       list(['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']), list([]),\n",
       "       list(['产品优化', '二次元在研', '项目管理']), list(['增长产品']), list([]),\n",
       "       list(['数据分析']),\n",
       "       list(['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']),\n",
       "       list([]), list([]),\n",
       "       list(['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']),\n",
       "       list(['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']),\n",
       "       list(['中央市场产品经理经验', '区域推广经验']), list(['神外', '医生']),\n",
       "       list(['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']),\n",
       "       list([]), list([]), list(['to B', 'to G']),\n",
       "       list(['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']),\n",
       "       list(['产品设计', 'AI人工智能产品']), list(['游戏行业']), list([]), list([]),\n",
       "       list(['to B', 'to G']),\n",
       "       list(['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']),\n",
       "       list([]),\n",
       "       list(['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']),\n",
       "       list(['化妆品', '消费品', '产品开发']),\n",
       "       list(['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']),\n",
       "       list(['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']),\n",
       "       list(['to C']), list([]), list(['商品管理', '产品企划', '商品运营']), list([]),\n",
       "       list(['医院器械']), list([]), list(['泌尿外科']), list([]),\n",
       "       list(['游戏产品', 'MMO游戏']), list(['to C']), list([]),\n",
       "       list(['产品优化', '二次元在研', '项目管理']), list(['市场营销', '产品管理', '产品开发']),\n",
       "       list(['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']),\n",
       "       list(['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']),\n",
       "       list(['品牌策划']), list([]),\n",
       "       list(['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']),\n",
       "       list([]), list([]),\n",
       "       list(['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']),\n",
       "       list(['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']),\n",
       "       list(['中央市场产品经理经验', '区域推广经验']), list(['神外', '医生']),\n",
       "       list(['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']),\n",
       "       list(['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']),\n",
       "       list([]), list(['游戏行业']), list(['产品设计', 'AI人工智能产品']), list([]),\n",
       "       list([]),\n",
       "       list(['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']),\n",
       "       list(['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']),\n",
       "       list(['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']),\n",
       "       list(['化妆品', '消费品', '产品开发']),\n",
       "       list(['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']), list(['to C']),\n",
       "       list([]), list([]), list(['商品管理', '产品企划', '商品运营']), list([]),\n",
       "       list(['医院器械']), list(['泌尿外科']), list([]), list([]), list(['品牌策划']),\n",
       "       list(['市场营销', '产品管理', '产品开发']), list(['to C']),\n",
       "       list(['游戏产品', 'MMO游戏']), list([]),\n",
       "       list(['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']),\n",
       "       list(['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']), list([]),\n",
       "       list(['产品优化', '二次元在研', '项目管理']), list(['增长产品']), list([]),\n",
       "       list(['数据分析']),\n",
       "       list(['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']),\n",
       "       list([]), list([]),\n",
       "       list(['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']),\n",
       "       list(['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']),\n",
       "       list(['中央市场产品经理经验', '区域推广经验']), list(['神外', '医生']),\n",
       "       list(['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']),\n",
       "       list([]), list([]), list(['to B', 'to G']),\n",
       "       list(['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']),\n",
       "       list(['产品设计', 'AI人工智能产品']), list(['游戏行业']), list([]), list([]),\n",
       "       list(['to B', 'to G']),\n",
       "       list(['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']),\n",
       "       list([]),\n",
       "       list(['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']),\n",
       "       list(['化妆品', '消费品', '产品开发']),\n",
       "       list(['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']),\n",
       "       list(['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']),\n",
       "       list(['to C']), list([]), list(['商品管理', '产品企划', '商品运营']), list([]),\n",
       "       list(['医院器械']), list([]), list(['泌尿外科']), list([]),\n",
       "       list(['游戏产品', 'MMO游戏']), list(['to C']), list([]),\n",
       "       list(['产品优化', '二次元在研', '项目管理']), list(['市场营销', '产品管理', '产品开发']),\n",
       "       list(['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']),\n",
       "       list(['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']),\n",
       "       list(['品牌策划']), list([]),\n",
       "       list(['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']),\n",
       "       list([]), list([]),\n",
       "       list(['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']),\n",
       "       list(['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']),\n",
       "       list(['中央市场产品经理经验', '区域推广经验']), list(['神外', '医生']),\n",
       "       list(['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']),\n",
       "       list(['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']),\n",
       "       list([]), list(['游戏行业']), list(['产品设计', 'AI人工智能产品']), list([]),\n",
       "       list([]),\n",
       "       list(['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']),\n",
       "       list(['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']),\n",
       "       list(['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']),\n",
       "       list(['化妆品', '消费品', '产品开发']),\n",
       "       list(['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']), list(['to C']),\n",
       "       list([]), list([]), list(['商品管理', '产品企划', '商品运营']), list([]),\n",
       "       list(['医院器械']), list(['泌尿外科']), list([]), list([]), list(['品牌策划']),\n",
       "       list(['市场营销', '产品管理', '产品开发']), list(['to C']),\n",
       "       list(['游戏产品', 'MMO游戏']), list([]),\n",
       "       list(['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']),\n",
       "       list(['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']), list([]),\n",
       "       list(['产品优化', '二次元在研', '项目管理']), list(['增长产品']), list([]),\n",
       "       list(['数据分析']),\n",
       "       list(['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']),\n",
       "       list([]), list([]),\n",
       "       list(['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']),\n",
       "       list(['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']),\n",
       "       list(['中央市场产品经理经验', '区域推广经验']), list(['神外', '医生']),\n",
       "       list(['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']),\n",
       "       list([]), list([]), list(['to B', 'to G']),\n",
       "       list(['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']),\n",
       "       list(['产品设计', 'AI人工智能产品']), list(['游戏行业']), list([]), list([]),\n",
       "       list(['to B', 'to G']),\n",
       "       list(['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']),\n",
       "       list([]),\n",
       "       list(['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']),\n",
       "       list(['化妆品', '消费品', '产品开发']),\n",
       "       list(['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']),\n",
       "       list(['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']),\n",
       "       list(['to C']), list([]), list(['商品管理', '产品企划', '商品运营']), list([]),\n",
       "       list(['医院器械']), list([]), list(['泌尿外科']), list([]),\n",
       "       list(['游戏产品', 'MMO游戏']), list(['to C']), list([]),\n",
       "       list(['产品优化', '二次元在研', '项目管理']), list(['市场营销', '产品管理', '产品开发']),\n",
       "       list(['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']),\n",
       "       list(['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']),\n",
       "       list(['品牌策划']), list([]),\n",
       "       list(['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']),\n",
       "       list([]), list([]),\n",
       "       list(['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']),\n",
       "       list(['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']),\n",
       "       list(['中央市场产品经理经验', '区域推广经验']), list(['神外', '医生']),\n",
       "       list(['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']),\n",
       "       list(['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']),\n",
       "       list([]), list(['游戏行业']), list(['产品设计', 'AI人工智能产品']), list([]),\n",
       "       list([]),\n",
       "       list(['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']),\n",
       "       list(['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']),\n",
       "       list(['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']),\n",
       "       list(['化妆品', '消费品', '产品开发']),\n",
       "       list(['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']), list(['to C']),\n",
       "       list([]), list([]), list(['商品管理', '产品企划', '商品运营']), list([]),\n",
       "       list(['医院器械']), list(['泌尿外科']), list([]), list([]), list(['品牌策划']),\n",
       "       list(['市场营销', '产品管理', '产品开发']), list(['to C']),\n",
       "       list(['游戏产品', 'MMO游戏']), list([]),\n",
       "       list(['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']),\n",
       "       list(['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']), list([]),\n",
       "       list(['产品优化', '二次元在研', '项目管理']), list(['增长产品']), list([]),\n",
       "       list(['数据分析']),\n",
       "       list(['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']),\n",
       "       list([]), list([]),\n",
       "       list(['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']),\n",
       "       list(['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']),\n",
       "       list(['中央市场产品经理经验', '区域推广经验']), list(['神外', '医生']),\n",
       "       list(['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']),\n",
       "       list([]), list([]), list(['to B', 'to G']),\n",
       "       list(['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']),\n",
       "       list(['产品设计', 'AI人工智能产品']), list(['游戏行业']), list([]), list([]),\n",
       "       list(['to B', 'to G']),\n",
       "       list(['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']),\n",
       "       list([]),\n",
       "       list(['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']),\n",
       "       list(['化妆品', '消费品', '产品开发']),\n",
       "       list(['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']),\n",
       "       list(['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']),\n",
       "       list(['to C']), list([]), list(['商品管理', '产品企划', '商品运营']), list([]),\n",
       "       list(['医院器械']), list([]), list(['泌尿外科']), list([]),\n",
       "       list(['游戏产品', 'MMO游戏']), list(['to C']), list([]),\n",
       "       list(['产品优化', '二次元在研', '项目管理']), list(['市场营销', '产品管理', '产品开发']),\n",
       "       list(['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']),\n",
       "       list(['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']),\n",
       "       list(['品牌策划']), list([]),\n",
       "       list(['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']),\n",
       "       list([]), list([]),\n",
       "       list(['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']),\n",
       "       list(['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']),\n",
       "       list(['中央市场产品经理经验', '区域推广经验']), list(['神外', '医生']),\n",
       "       list(['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']),\n",
       "       list(['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']),\n",
       "       list([]), list(['游戏行业']), list(['产品设计', 'AI人工智能产品']), list([]),\n",
       "       list([]),\n",
       "       list(['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']),\n",
       "       list(['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']),\n",
       "       list(['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']),\n",
       "       list(['化妆品', '消费品', '产品开发']),\n",
       "       list(['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']), list(['to C']),\n",
       "       list([]), list([]), list(['商品管理', '产品企划', '商品运营']), list([]),\n",
       "       list(['医院器械']), list(['泌尿外科']), list([]), list([]), list(['品牌策划']),\n",
       "       list(['市场营销', '产品管理', '产品开发']), list(['to C']),\n",
       "       list(['游戏产品', 'MMO游戏']), list([]),\n",
       "       list(['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']),\n",
       "       list(['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']), list([]),\n",
       "       list(['产品优化', '二次元在研', '项目管理']), list(['增长产品']), list([]),\n",
       "       list(['数据分析']),\n",
       "       list(['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']),\n",
       "       list([]), list([]),\n",
       "       list(['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']),\n",
       "       list(['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']),\n",
       "       list(['中央市场产品经理经验', '区域推广经验']), list(['神外', '医生']),\n",
       "       list(['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']),\n",
       "       list(['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']),\n",
       "       list([]), list(['游戏行业']), list(['产品设计', 'AI人工智能产品']), list([]),\n",
       "       list([]),\n",
       "       list(['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']),\n",
       "       list(['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']),\n",
       "       list(['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']),\n",
       "       list(['化妆品', '消费品', '产品开发']),\n",
       "       list(['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']), list(['to C']),\n",
       "       list([]), list([]), list(['商品管理', '产品企划', '商品运营']), list([]),\n",
       "       list(['医院器械']), list(['泌尿外科']), list([]), list([]), list(['品牌策划']),\n",
       "       list(['市场营销', '产品管理', '产品开发']), list(['to C']),\n",
       "       list(['游戏产品', 'MMO游戏']), list([]),\n",
       "       list(['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']),\n",
       "       list(['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']), list([]),\n",
       "       list(['产品优化', '二次元在研', '项目管理']), list(['增长产品']), list([]),\n",
       "       list(['数据分析']),\n",
       "       list(['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']),\n",
       "       list([]), list([]),\n",
       "       list(['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']),\n",
       "       list(['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']),\n",
       "       list(['中央市场产品经理经验', '区域推广经验']), list(['神外', '医生']),\n",
       "       list(['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']),\n",
       "       list([]), list([]), list(['to B', 'to G']),\n",
       "       list(['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']),\n",
       "       list(['产品设计', 'AI人工智能产品']), list(['游戏行业']), list([]), list([]),\n",
       "       list(['to B', 'to G']),\n",
       "       list(['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']),\n",
       "       list([]),\n",
       "       list(['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']),\n",
       "       list(['化妆品', '消费品', '产品开发']),\n",
       "       list(['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']),\n",
       "       list(['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']),\n",
       "       list(['to C']), list([]), list(['商品管理', '产品企划', '商品运营']), list([]),\n",
       "       list(['医院器械']), list([]), list(['泌尿外科']), list([]),\n",
       "       list(['游戏产品', 'MMO游戏']), list(['to C']), list([]),\n",
       "       list(['产品优化', '二次元在研', '项目管理']), list(['市场营销', '产品管理', '产品开发']),\n",
       "       list(['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']),\n",
       "       list(['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']),\n",
       "       list(['品牌策划']), list([]),\n",
       "       list(['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']),\n",
       "       list([]), list([]),\n",
       "       list(['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']),\n",
       "       list(['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']),\n",
       "       list(['中央市场产品经理经验', '区域推广经验']), list(['神外', '医生']),\n",
       "       list(['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']),\n",
       "       list(['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']),\n",
       "       list([]), list(['游戏行业']), list(['产品设计', 'AI人工智能产品']), list([]),\n",
       "       list([]),\n",
       "       list(['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']),\n",
       "       list(['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']),\n",
       "       list(['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']),\n",
       "       list(['化妆品', '消费品', '产品开发']),\n",
       "       list(['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']), list(['to C']),\n",
       "       list([]), list([]), list(['商品管理', '产品企划', '商品运营']), list([]),\n",
       "       list(['医院器械']), list(['泌尿外科']), list([]), list([]), list(['品牌策划']),\n",
       "       list(['市场营销', '产品管理', '产品开发']), list(['to C']),\n",
       "       list(['游戏产品', 'MMO游戏']), list([]),\n",
       "       list(['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']),\n",
       "       list(['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']), list([]),\n",
       "       list(['产品优化', '二次元在研', '项目管理']), list(['增长产品']), list([]),\n",
       "       list(['数据分析']),\n",
       "       list(['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']),\n",
       "       list([]), list([]),\n",
       "       list(['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']),\n",
       "       list(['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']),\n",
       "       list(['中央市场产品经理经验', '区域推广经验']), list(['神外', '医生']),\n",
       "       list(['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']),\n",
       "       list(['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']),\n",
       "       list([]), list(['游戏行业']), list(['产品设计', 'AI人工智能产品']), list([]),\n",
       "       list([]),\n",
       "       list(['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']),\n",
       "       list(['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']),\n",
       "       list(['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']),\n",
       "       list(['化妆品', '消费品', '产品开发']),\n",
       "       list(['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']), list(['to C']),\n",
       "       list([]), list([]), list(['商品管理', '产品企划', '商品运营']), list([]),\n",
       "       list(['医院器械']), list(['泌尿外科']), list([]), list([]), list(['品牌策划']),\n",
       "       list(['市场营销', '产品管理', '产品开发']), list(['to C']),\n",
       "       list(['游戏产品', 'MMO游戏']), list([]),\n",
       "       list(['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']),\n",
       "       list(['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']), list([]),\n",
       "       list(['产品优化', '二次元在研', '项目管理']), list(['增长产品']), list([]),\n",
       "       list(['数据分析']),\n",
       "       list(['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']),\n",
       "       list([]), list([]),\n",
       "       list(['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']),\n",
       "       list(['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']),\n",
       "       list(['中央市场产品经理经验', '区域推广经验']), list(['神外', '医生']),\n",
       "       list(['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']),\n",
       "       list(['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']),\n",
       "       list([]), list(['游戏行业']), list(['产品设计', 'AI人工智能产品']), list([]),\n",
       "       list([]),\n",
       "       list(['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']),\n",
       "       list(['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']),\n",
       "       list(['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']),\n",
       "       list(['化妆品', '消费品', '产品开发']),\n",
       "       list(['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']), list(['to C']),\n",
       "       list([]), list([]), list(['商品管理', '产品企划', '商品运营']), list([]),\n",
       "       list(['医院器械']), list(['泌尿外科']), list([]), list([]), list(['品牌策划']),\n",
       "       list(['市场营销', '产品管理', '产品开发']), list(['to C']),\n",
       "       list(['游戏产品', 'MMO游戏']), list([]),\n",
       "       list(['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']),\n",
       "       list(['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']), list([]),\n",
       "       list(['产品优化', '二次元在研', '项目管理']), list(['增长产品']), list([]),\n",
       "       list(['数据分析']),\n",
       "       list(['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']),\n",
       "       list([]), list([]),\n",
       "       list(['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']),\n",
       "       list(['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']),\n",
       "       list(['中央市场产品经理经验', '区域推广经验']), list(['神外', '医生']),\n",
       "       list(['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']),\n",
       "       list(['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']),\n",
       "       list([]), list(['游戏行业']), list(['产品设计', 'AI人工智能产品']), list([]),\n",
       "       list([]),\n",
       "       list(['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']),\n",
       "       list(['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']),\n",
       "       list(['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']),\n",
       "       list(['化妆品', '消费品', '产品开发']),\n",
       "       list(['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']), list(['to C']),\n",
       "       list([]), list([]), list(['商品管理', '产品企划', '商品运营']), list([]),\n",
       "       list(['医院器械']), list(['泌尿外科']), list([]), list([]), list(['品牌策划']),\n",
       "       list(['市场营销', '产品管理', '产品开发']), list(['to C']),\n",
       "       list(['游戏产品', 'MMO游戏']), list([]),\n",
       "       list(['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']),\n",
       "       list(['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']), list([]),\n",
       "       list(['产品优化', '二次元在研', '项目管理']), list(['增长产品']), list([]),\n",
       "       list(['数据分析']),\n",
       "       list(['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']),\n",
       "       list([]), list([]),\n",
       "       list(['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']),\n",
       "       list(['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']),\n",
       "       list(['中央市场产品经理经验', '区域推广经验']), list(['神外', '医生']),\n",
       "       list(['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']),\n",
       "       list([]), list([]), list(['to B', 'to G']),\n",
       "       list(['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']),\n",
       "       list(['产品设计', 'AI人工智能产品']), list(['游戏行业']), list([]), list([]),\n",
       "       list(['to B', 'to G']),\n",
       "       list(['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']),\n",
       "       list([]),\n",
       "       list(['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']),\n",
       "       list(['化妆品', '消费品', '产品开发']),\n",
       "       list(['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']),\n",
       "       list(['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']),\n",
       "       list(['to C']), list([]), list(['商品管理', '产品企划', '商品运营']), list([]),\n",
       "       list(['医院器械']), list([]), list(['泌尿外科']), list([]),\n",
       "       list(['游戏产品', 'MMO游戏']), list(['to C']), list([]),\n",
       "       list(['产品优化', '二次元在研', '项目管理']), list(['市场营销', '产品管理', '产品开发']),\n",
       "       list(['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']),\n",
       "       list(['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']),\n",
       "       list(['品牌策划']), list([]),\n",
       "       list(['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']),\n",
       "       list([]), list([]),\n",
       "       list(['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']),\n",
       "       list(['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']),\n",
       "       list(['中央市场产品经理经验', '区域推广经验']), list(['神外', '医生']),\n",
       "       list(['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']),\n",
       "       list(['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']),\n",
       "       list([]), list(['游戏行业']), list(['产品设计', 'AI人工智能产品']), list([]),\n",
       "       list([]),\n",
       "       list(['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']),\n",
       "       list(['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']),\n",
       "       list(['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']),\n",
       "       list(['化妆品', '消费品', '产品开发']),\n",
       "       list(['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']), list(['to C']),\n",
       "       list([]), list([]), list(['商品管理', '产品企划', '商品运营']), list([]),\n",
       "       list(['医院器械']), list(['泌尿外科']), list([]), list([]), list(['品牌策划']),\n",
       "       list(['市场营销', '产品管理', '产品开发']), list(['to C']),\n",
       "       list(['游戏产品', 'MMO游戏']), list([]),\n",
       "       list(['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']),\n",
       "       list(['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']), list([]),\n",
       "       list(['产品优化', '二次元在研', '项目管理']), list(['增长产品']), list([]),\n",
       "       list(['数据分析']),\n",
       "       list(['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']),\n",
       "       list([]), list([]),\n",
       "       list(['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']),\n",
       "       list(['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']),\n",
       "       list(['中央市场产品经理经验', '区域推广经验']), list(['神外', '医生']),\n",
       "       list(['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']),\n",
       "       list([]), list([]), list(['to B', 'to G']),\n",
       "       list(['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']),\n",
       "       list(['产品设计', 'AI人工智能产品']), list(['游戏行业']), list([]), list([]),\n",
       "       list(['to B', 'to G']),\n",
       "       list(['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']),\n",
       "       list([]),\n",
       "       list(['策略产品', '平台产品', '数据产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']),\n",
       "       list(['化妆品', '消费品', '产品开发']),\n",
       "       list(['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']),\n",
       "       list(['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']),\n",
       "       list(['to C']), list([]), list(['商品管理', '产品企划', '商品运营']), list([]),\n",
       "       list(['医院器械']), list([]), list(['泌尿外科']), list([]),\n",
       "       list(['游戏产品', 'MMO游戏']), list(['to C']), list([]),\n",
       "       list(['产品优化', '二次元在研', '项目管理']), list(['市场营销', '产品管理', '产品开发']),\n",
       "       list(['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']),\n",
       "       list(['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']),\n",
       "       list(['品牌策划']), list([])], dtype=object)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品_广州['job.labels'].apply(lambda x:eval(x)).values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "146cb736-1102-4ef6-866e-b05810928c35",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['客户端产品',\n",
       "  '工具产品',\n",
       "  '供应链产品',\n",
       "  '基金产品',\n",
       "  'IT互联网',\n",
       "  '金融理财/贷款',\n",
       "  'to C',\n",
       "  'to B',\n",
       "  '产品设计',\n",
       "  '移动端产品'],\n",
       " [],\n",
       " [],\n",
       " ['英语',\n",
       "  '市场推广',\n",
       "  '市场拓展',\n",
       "  '渠道策划',\n",
       "  '市场策划',\n",
       "  '市场调研分析',\n",
       "  '乙方公司背景',\n",
       "  'to B',\n",
       "  '大客户',\n",
       "  '无销售性质'],\n",
       " ['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析'],\n",
       " ['中央市场产品经理经验', '区域推广经验'],\n",
       " ['神外', '医生'],\n",
       " ['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品'],\n",
       " ['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划'],\n",
       " [],\n",
       " ['游戏行业'],\n",
       " ['产品设计', 'AI人工智能产品'],\n",
       " [],\n",
       " [],\n",
       " ['AI人工智能产品',\n",
       "  '内容产品',\n",
       "  '商业产品',\n",
       "  '人工智能',\n",
       "  'to C',\n",
       "  'IT互联网',\n",
       "  'to G',\n",
       "  '产品规划',\n",
       "  '产品设计',\n",
       "  '需求分析'],\n",
       " ['策略产品',\n",
       "  '平台产品',\n",
       "  '数据产品',\n",
       "  '计算机软件',\n",
       "  '产品优化',\n",
       "  '团队管理',\n",
       "  '用户研究',\n",
       "  '产品设计',\n",
       "  '数据挖掘',\n",
       "  '数据分析'],\n",
       " ['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售'],\n",
       " ['化妆品', '消费品', '产品开发'],\n",
       " ['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商'],\n",
       " ['to C'],\n",
       " [],\n",
       " [],\n",
       " ['商品管理', '产品企划', '商品运营'],\n",
       " [],\n",
       " ['医院器械'],\n",
       " ['泌尿外科'],\n",
       " [],\n",
       " [],\n",
       " ['品牌策划'],\n",
       " ['市场营销', '产品管理', '产品开发'],\n",
       " ['to C'],\n",
       " ['游戏产品', 'MMO游戏'],\n",
       " [],\n",
       " ['CRM软件',\n",
       "  '信息化项目',\n",
       "  '软件行业',\n",
       "  '咨询项目',\n",
       "  '售前支持',\n",
       "  '服务业',\n",
       "  '批发/零售',\n",
       "  'IT/互联网/软件',\n",
       "  '化工行业',\n",
       "  'CRM系统'],\n",
       " ['市场洞察', '拓展培训', '团队管理', '销售管理', '出差'],\n",
       " [],\n",
       " ['产品优化', '二次元在研', '项目管理'],\n",
       " ['增长产品'],\n",
       " [],\n",
       " ['数据分析'],\n",
       " ['客户端产品',\n",
       "  '工具产品',\n",
       "  '供应链产品',\n",
       "  '基金产品',\n",
       "  'IT互联网',\n",
       "  '金融理财/贷款',\n",
       "  'to C',\n",
       "  'to B',\n",
       "  '产品设计',\n",
       "  '移动端产品'],\n",
       " [],\n",
       " [],\n",
       " ['英语',\n",
       "  '市场推广',\n",
       "  '市场拓展',\n",
       "  '渠道策划',\n",
       "  '市场策划',\n",
       "  '市场调研分析',\n",
       "  '乙方公司背景',\n",
       "  'to B',\n",
       "  '大客户',\n",
       "  '无销售性质'],\n",
       " ['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析'],\n",
       " ['中央市场产品经理经验', '区域推广经验'],\n",
       " ['神外', '医生'],\n",
       " ['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品'],\n",
       " [],\n",
       " [],\n",
       " ['to B', 'to G'],\n",
       " ['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划'],\n",
       " ['产品设计', 'AI人工智能产品'],\n",
       " ['游戏行业'],\n",
       " [],\n",
       " [],\n",
       " ['to B', 'to G'],\n",
       " ['AI人工智能产品',\n",
       "  '内容产品',\n",
       "  '商业产品',\n",
       "  '人工智能',\n",
       "  'to C',\n",
       "  'IT互联网',\n",
       "  'to G',\n",
       "  '产品规划',\n",
       "  '产品设计',\n",
       "  '需求分析'],\n",
       " [],\n",
       " ['策略产品',\n",
       "  '平台产品',\n",
       "  '数据产品',\n",
       "  '计算机软件',\n",
       "  '产品优化',\n",
       "  '团队管理',\n",
       "  '用户研究',\n",
       "  '产品设计',\n",
       "  '数据挖掘',\n",
       "  '数据分析'],\n",
       " ['化妆品', '消费品', '产品开发'],\n",
       " ['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商'],\n",
       " ['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售'],\n",
       " ['to C'],\n",
       " [],\n",
       " ['商品管理', '产品企划', '商品运营'],\n",
       " [],\n",
       " ['医院器械'],\n",
       " [],\n",
       " ['泌尿外科'],\n",
       " [],\n",
       " ['游戏产品', 'MMO游戏'],\n",
       " ['to C'],\n",
       " [],\n",
       " ['产品优化', '二次元在研', '项目管理'],\n",
       " ['市场营销', '产品管理', '产品开发'],\n",
       " ['市场洞察', '拓展培训', '团队管理', '销售管理', '出差'],\n",
       " ['CRM软件',\n",
       "  '信息化项目',\n",
       "  '软件行业',\n",
       "  '咨询项目',\n",
       "  '售前支持',\n",
       "  '服务业',\n",
       "  '批发/零售',\n",
       "  'IT/互联网/软件',\n",
       "  '化工行业',\n",
       "  'CRM系统'],\n",
       " ['品牌策划'],\n",
       " [],\n",
       " ['客户端产品',\n",
       "  '工具产品',\n",
       "  '供应链产品',\n",
       "  '基金产品',\n",
       "  'IT互联网',\n",
       "  '金融理财/贷款',\n",
       "  'to C',\n",
       "  'to B',\n",
       "  '产品设计',\n",
       "  '移动端产品'],\n",
       " [],\n",
       " [],\n",
       " ['英语',\n",
       "  '市场推广',\n",
       "  '市场拓展',\n",
       "  '渠道策划',\n",
       "  '市场策划',\n",
       "  '市场调研分析',\n",
       "  '乙方公司背景',\n",
       "  'to B',\n",
       "  '大客户',\n",
       "  '无销售性质'],\n",
       " ['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析'],\n",
       " ['中央市场产品经理经验', '区域推广经验'],\n",
       " ['神外', '医生'],\n",
       " ['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品'],\n",
       " ['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划'],\n",
       " [],\n",
       " ['游戏行业'],\n",
       " ['产品设计', 'AI人工智能产品'],\n",
       " [],\n",
       " [],\n",
       " ['AI人工智能产品',\n",
       "  '内容产品',\n",
       "  '商业产品',\n",
       "  '人工智能',\n",
       "  'to C',\n",
       "  'IT互联网',\n",
       "  'to G',\n",
       "  '产品规划',\n",
       "  '产品设计',\n",
       "  '需求分析'],\n",
       " ['策略产品',\n",
       "  '平台产品',\n",
       "  '数据产品',\n",
       "  '计算机软件',\n",
       "  '产品优化',\n",
       "  '团队管理',\n",
       "  '用户研究',\n",
       "  '产品设计',\n",
       "  '数据挖掘',\n",
       "  '数据分析'],\n",
       " ['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售'],\n",
       " ['化妆品', '消费品', '产品开发'],\n",
       " ['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商'],\n",
       " ['to C'],\n",
       " [],\n",
       " [],\n",
       " ['商品管理', '产品企划', '商品运营'],\n",
       " [],\n",
       " ['医院器械'],\n",
       " ['泌尿外科'],\n",
       " [],\n",
       " [],\n",
       " ['品牌策划'],\n",
       " ['市场营销', '产品管理', '产品开发'],\n",
       " ['to C'],\n",
       " ['游戏产品', 'MMO游戏'],\n",
       " [],\n",
       " ['CRM软件',\n",
       "  '信息化项目',\n",
       "  '软件行业',\n",
       "  '咨询项目',\n",
       "  '售前支持',\n",
       "  '服务业',\n",
       "  '批发/零售',\n",
       "  'IT/互联网/软件',\n",
       "  '化工行业',\n",
       "  'CRM系统'],\n",
       " ['市场洞察', '拓展培训', '团队管理', '销售管理', '出差'],\n",
       " [],\n",
       " ['产品优化', '二次元在研', '项目管理'],\n",
       " ['增长产品'],\n",
       " [],\n",
       " ['数据分析'],\n",
       " ['客户端产品',\n",
       "  '工具产品',\n",
       "  '供应链产品',\n",
       "  '基金产品',\n",
       "  'IT互联网',\n",
       "  '金融理财/贷款',\n",
       "  'to C',\n",
       "  'to B',\n",
       "  '产品设计',\n",
       "  '移动端产品'],\n",
       " [],\n",
       " [],\n",
       " ['英语',\n",
       "  '市场推广',\n",
       "  '市场拓展',\n",
       "  '渠道策划',\n",
       "  '市场策划',\n",
       "  '市场调研分析',\n",
       "  '乙方公司背景',\n",
       "  'to B',\n",
       "  '大客户',\n",
       "  '无销售性质'],\n",
       " ['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析'],\n",
       " ['中央市场产品经理经验', '区域推广经验'],\n",
       " ['神外', '医生'],\n",
       " ['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品'],\n",
       " ['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划'],\n",
       " [],\n",
       " ['游戏行业'],\n",
       " ['产品设计', 'AI人工智能产品'],\n",
       " [],\n",
       " [],\n",
       " ['AI人工智能产品',\n",
       "  '内容产品',\n",
       "  '商业产品',\n",
       "  '人工智能',\n",
       "  'to C',\n",
       "  'IT互联网',\n",
       "  'to G',\n",
       "  '产品规划',\n",
       "  '产品设计',\n",
       "  '需求分析'],\n",
       " ['策略产品',\n",
       "  '平台产品',\n",
       "  '数据产品',\n",
       "  '计算机软件',\n",
       "  '产品优化',\n",
       "  '团队管理',\n",
       "  '用户研究',\n",
       "  '产品设计',\n",
       "  '数据挖掘',\n",
       "  '数据分析'],\n",
       " ['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售'],\n",
       " ['化妆品', '消费品', '产品开发'],\n",
       " ['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商'],\n",
       " ['to C'],\n",
       " [],\n",
       " [],\n",
       " ['商品管理', '产品企划', '商品运营'],\n",
       " [],\n",
       " ['医院器械'],\n",
       " ['泌尿外科'],\n",
       " [],\n",
       " [],\n",
       " ['品牌策划'],\n",
       " ['市场营销', '产品管理', '产品开发'],\n",
       " ['to C'],\n",
       " ['游戏产品', 'MMO游戏'],\n",
       " [],\n",
       " ['CRM软件',\n",
       "  '信息化项目',\n",
       "  '软件行业',\n",
       "  '咨询项目',\n",
       "  '售前支持',\n",
       "  '服务业',\n",
       "  '批发/零售',\n",
       "  'IT/互联网/软件',\n",
       "  '化工行业',\n",
       "  'CRM系统'],\n",
       " ['市场洞察', '拓展培训', '团队管理', '销售管理', '出差'],\n",
       " [],\n",
       " ['产品优化', '二次元在研', '项目管理'],\n",
       " ['增长产品'],\n",
       " [],\n",
       " ['数据分析'],\n",
       " ['客户端产品',\n",
       "  '工具产品',\n",
       "  '供应链产品',\n",
       "  '基金产品',\n",
       "  'IT互联网',\n",
       "  '金融理财/贷款',\n",
       "  'to C',\n",
       "  'to B',\n",
       "  '产品设计',\n",
       "  '移动端产品'],\n",
       " [],\n",
       " [],\n",
       " ['英语',\n",
       "  '市场推广',\n",
       "  '市场拓展',\n",
       "  '渠道策划',\n",
       "  '市场策划',\n",
       "  '市场调研分析',\n",
       "  '乙方公司背景',\n",
       "  'to B',\n",
       "  '大客户',\n",
       "  '无销售性质'],\n",
       " ['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析'],\n",
       " ['中央市场产品经理经验', '区域推广经验'],\n",
       " ['神外', '医生'],\n",
       " ['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品'],\n",
       " [],\n",
       " [],\n",
       " ['to B', 'to G'],\n",
       " ['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划'],\n",
       " ['产品设计', 'AI人工智能产品'],\n",
       " ['游戏行业'],\n",
       " [],\n",
       " [],\n",
       " ['to B', 'to G'],\n",
       " ['AI人工智能产品',\n",
       "  '内容产品',\n",
       "  '商业产品',\n",
       "  '人工智能',\n",
       "  'to C',\n",
       "  'IT互联网',\n",
       "  'to G',\n",
       "  '产品规划',\n",
       "  '产品设计',\n",
       "  '需求分析'],\n",
       " [],\n",
       " ['策略产品',\n",
       "  '平台产品',\n",
       "  '数据产品',\n",
       "  '计算机软件',\n",
       "  '产品优化',\n",
       "  '团队管理',\n",
       "  '用户研究',\n",
       "  '产品设计',\n",
       "  '数据挖掘',\n",
       "  '数据分析'],\n",
       " ['化妆品', '消费品', '产品开发'],\n",
       " ['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商'],\n",
       " ['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售'],\n",
       " ['to C'],\n",
       " [],\n",
       " ['商品管理', '产品企划', '商品运营'],\n",
       " [],\n",
       " ['医院器械'],\n",
       " [],\n",
       " ['泌尿外科'],\n",
       " [],\n",
       " ['游戏产品', 'MMO游戏'],\n",
       " ['to C'],\n",
       " [],\n",
       " ['产品优化', '二次元在研', '项目管理'],\n",
       " ['市场营销', '产品管理', '产品开发'],\n",
       " ['市场洞察', '拓展培训', '团队管理', '销售管理', '出差'],\n",
       " ['CRM软件',\n",
       "  '信息化项目',\n",
       "  '软件行业',\n",
       "  '咨询项目',\n",
       "  '售前支持',\n",
       "  '服务业',\n",
       "  '批发/零售',\n",
       "  'IT/互联网/软件',\n",
       "  '化工行业',\n",
       "  'CRM系统'],\n",
       " ['品牌策划'],\n",
       " [],\n",
       " ['客户端产品',\n",
       "  '工具产品',\n",
       "  '供应链产品',\n",
       "  '基金产品',\n",
       "  'IT互联网',\n",
       "  '金融理财/贷款',\n",
       "  'to C',\n",
       "  'to B',\n",
       "  '产品设计',\n",
       "  '移动端产品'],\n",
       " [],\n",
       " [],\n",
       " ['英语',\n",
       "  '市场推广',\n",
       "  '市场拓展',\n",
       "  '渠道策划',\n",
       "  '市场策划',\n",
       "  '市场调研分析',\n",
       "  '乙方公司背景',\n",
       "  'to B',\n",
       "  '大客户',\n",
       "  '无销售性质'],\n",
       " ['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析'],\n",
       " ['中央市场产品经理经验', '区域推广经验'],\n",
       " ['神外', '医生'],\n",
       " ['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品'],\n",
       " ['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划'],\n",
       " [],\n",
       " ['游戏行业'],\n",
       " ['产品设计', 'AI人工智能产品'],\n",
       " [],\n",
       " [],\n",
       " ['AI人工智能产品',\n",
       "  '内容产品',\n",
       "  '商业产品',\n",
       "  '人工智能',\n",
       "  'to C',\n",
       "  'IT互联网',\n",
       "  'to G',\n",
       "  '产品规划',\n",
       "  '产品设计',\n",
       "  '需求分析'],\n",
       " ['策略产品',\n",
       "  '平台产品',\n",
       "  '数据产品',\n",
       "  '计算机软件',\n",
       "  '产品优化',\n",
       "  '团队管理',\n",
       "  '用户研究',\n",
       "  '产品设计',\n",
       "  '数据挖掘',\n",
       "  '数据分析'],\n",
       " ['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售'],\n",
       " ['化妆品', '消费品', '产品开发'],\n",
       " ['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商'],\n",
       " ['to C'],\n",
       " [],\n",
       " [],\n",
       " ['商品管理', '产品企划', '商品运营'],\n",
       " [],\n",
       " ['医院器械'],\n",
       " ['泌尿外科'],\n",
       " [],\n",
       " [],\n",
       " ['品牌策划'],\n",
       " ['市场营销', '产品管理', '产品开发'],\n",
       " ['to C'],\n",
       " ['游戏产品', 'MMO游戏'],\n",
       " [],\n",
       " ['CRM软件',\n",
       "  '信息化项目',\n",
       "  '软件行业',\n",
       "  '咨询项目',\n",
       "  '售前支持',\n",
       "  '服务业',\n",
       "  '批发/零售',\n",
       "  'IT/互联网/软件',\n",
       "  '化工行业',\n",
       "  'CRM系统'],\n",
       " ['市场洞察', '拓展培训', '团队管理', '销售管理', '出差'],\n",
       " [],\n",
       " ['产品优化', '二次元在研', '项目管理'],\n",
       " ['增长产品'],\n",
       " [],\n",
       " ['数据分析'],\n",
       " ['客户端产品',\n",
       "  '工具产品',\n",
       "  '供应链产品',\n",
       "  '基金产品',\n",
       "  'IT互联网',\n",
       "  '金融理财/贷款',\n",
       "  'to C',\n",
       "  'to B',\n",
       "  '产品设计',\n",
       "  '移动端产品'],\n",
       " [],\n",
       " [],\n",
       " ['英语',\n",
       "  '市场推广',\n",
       "  '市场拓展',\n",
       "  '渠道策划',\n",
       "  '市场策划',\n",
       "  '市场调研分析',\n",
       "  '乙方公司背景',\n",
       "  'to B',\n",
       "  '大客户',\n",
       "  '无销售性质'],\n",
       " ['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析'],\n",
       " ['中央市场产品经理经验', '区域推广经验'],\n",
       " ['神外', '医生'],\n",
       " ['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品'],\n",
       " [],\n",
       " [],\n",
       " ['to B', 'to G'],\n",
       " ['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划'],\n",
       " ['产品设计', 'AI人工智能产品'],\n",
       " ['游戏行业'],\n",
       " [],\n",
       " [],\n",
       " ['to B', 'to G'],\n",
       " ['AI人工智能产品',\n",
       "  '内容产品',\n",
       "  '商业产品',\n",
       "  '人工智能',\n",
       "  'to C',\n",
       "  'IT互联网',\n",
       "  'to G',\n",
       "  '产品规划',\n",
       "  '产品设计',\n",
       "  '需求分析'],\n",
       " [],\n",
       " ['策略产品',\n",
       "  '平台产品',\n",
       "  '数据产品',\n",
       "  '计算机软件',\n",
       "  '产品优化',\n",
       "  '团队管理',\n",
       "  '用户研究',\n",
       "  '产品设计',\n",
       "  '数据挖掘',\n",
       "  '数据分析'],\n",
       " ['化妆品', '消费品', '产品开发'],\n",
       " ['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商'],\n",
       " ['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售'],\n",
       " ['to C'],\n",
       " [],\n",
       " ['商品管理', '产品企划', '商品运营'],\n",
       " [],\n",
       " ['医院器械'],\n",
       " [],\n",
       " ['泌尿外科'],\n",
       " [],\n",
       " ['游戏产品', 'MMO游戏'],\n",
       " ['to C'],\n",
       " [],\n",
       " ['产品优化', '二次元在研', '项目管理'],\n",
       " ['市场营销', '产品管理', '产品开发'],\n",
       " ['市场洞察', '拓展培训', '团队管理', '销售管理', '出差'],\n",
       " ['CRM软件',\n",
       "  '信息化项目',\n",
       "  '软件行业',\n",
       "  '咨询项目',\n",
       "  '售前支持',\n",
       "  '服务业',\n",
       "  '批发/零售',\n",
       "  'IT/互联网/软件',\n",
       "  '化工行业',\n",
       "  'CRM系统'],\n",
       " ['品牌策划'],\n",
       " [],\n",
       " ['客户端产品',\n",
       "  '工具产品',\n",
       "  '供应链产品',\n",
       "  '基金产品',\n",
       "  'IT互联网',\n",
       "  '金融理财/贷款',\n",
       "  'to C',\n",
       "  'to B',\n",
       "  '产品设计',\n",
       "  '移动端产品'],\n",
       " [],\n",
       " [],\n",
       " ['英语',\n",
       "  '市场推广',\n",
       "  '市场拓展',\n",
       "  '渠道策划',\n",
       "  '市场策划',\n",
       "  '市场调研分析',\n",
       "  '乙方公司背景',\n",
       "  'to B',\n",
       "  '大客户',\n",
       "  '无销售性质'],\n",
       " ['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析'],\n",
       " ['中央市场产品经理经验', '区域推广经验'],\n",
       " ['神外', '医生'],\n",
       " ['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品'],\n",
       " ['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划'],\n",
       " [],\n",
       " ['游戏行业'],\n",
       " ['产品设计', 'AI人工智能产品'],\n",
       " [],\n",
       " [],\n",
       " ['AI人工智能产品',\n",
       "  '内容产品',\n",
       "  '商业产品',\n",
       "  '人工智能',\n",
       "  'to C',\n",
       "  'IT互联网',\n",
       "  'to G',\n",
       "  '产品规划',\n",
       "  '产品设计',\n",
       "  '需求分析'],\n",
       " ['策略产品',\n",
       "  '平台产品',\n",
       "  '数据产品',\n",
       "  '计算机软件',\n",
       "  '产品优化',\n",
       "  '团队管理',\n",
       "  '用户研究',\n",
       "  '产品设计',\n",
       "  '数据挖掘',\n",
       "  '数据分析'],\n",
       " ['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售'],\n",
       " ['化妆品', '消费品', '产品开发'],\n",
       " ['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商'],\n",
       " ['to C'],\n",
       " [],\n",
       " [],\n",
       " ['商品管理', '产品企划', '商品运营'],\n",
       " [],\n",
       " ['医院器械'],\n",
       " ['泌尿外科'],\n",
       " [],\n",
       " [],\n",
       " ['品牌策划'],\n",
       " ['市场营销', '产品管理', '产品开发'],\n",
       " ['to C'],\n",
       " ['游戏产品', 'MMO游戏'],\n",
       " [],\n",
       " ['CRM软件',\n",
       "  '信息化项目',\n",
       "  '软件行业',\n",
       "  '咨询项目',\n",
       "  '售前支持',\n",
       "  '服务业',\n",
       "  '批发/零售',\n",
       "  'IT/互联网/软件',\n",
       "  '化工行业',\n",
       "  'CRM系统'],\n",
       " ['市场洞察', '拓展培训', '团队管理', '销售管理', '出差'],\n",
       " [],\n",
       " ['产品优化', '二次元在研', '项目管理'],\n",
       " ['增长产品'],\n",
       " [],\n",
       " ['数据分析'],\n",
       " ['客户端产品',\n",
       "  '工具产品',\n",
       "  '供应链产品',\n",
       "  '基金产品',\n",
       "  'IT互联网',\n",
       "  '金融理财/贷款',\n",
       "  'to C',\n",
       "  'to B',\n",
       "  '产品设计',\n",
       "  '移动端产品'],\n",
       " [],\n",
       " [],\n",
       " ['英语',\n",
       "  '市场推广',\n",
       "  '市场拓展',\n",
       "  '渠道策划',\n",
       "  '市场策划',\n",
       "  '市场调研分析',\n",
       "  '乙方公司背景',\n",
       "  'to B',\n",
       "  '大客户',\n",
       "  '无销售性质'],\n",
       " ['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析'],\n",
       " ['中央市场产品经理经验', '区域推广经验'],\n",
       " ['神外', '医生'],\n",
       " ['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品'],\n",
       " [],\n",
       " [],\n",
       " ['to B', 'to G'],\n",
       " ['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划'],\n",
       " ['产品设计', 'AI人工智能产品'],\n",
       " ['游戏行业'],\n",
       " [],\n",
       " [],\n",
       " ['to B', 'to G'],\n",
       " ['AI人工智能产品',\n",
       "  '内容产品',\n",
       "  '商业产品',\n",
       "  '人工智能',\n",
       "  'to C',\n",
       "  'IT互联网',\n",
       "  'to G',\n",
       "  '产品规划',\n",
       "  '产品设计',\n",
       "  '需求分析'],\n",
       " [],\n",
       " ['策略产品',\n",
       "  '平台产品',\n",
       "  '数据产品',\n",
       "  '计算机软件',\n",
       "  '产品优化',\n",
       "  '团队管理',\n",
       "  '用户研究',\n",
       "  '产品设计',\n",
       "  '数据挖掘',\n",
       "  '数据分析'],\n",
       " ['化妆品', '消费品', '产品开发'],\n",
       " ['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商'],\n",
       " ['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售'],\n",
       " ['to C'],\n",
       " [],\n",
       " ['商品管理', '产品企划', '商品运营'],\n",
       " [],\n",
       " ['医院器械'],\n",
       " [],\n",
       " ['泌尿外科'],\n",
       " [],\n",
       " ['游戏产品', 'MMO游戏'],\n",
       " ['to C'],\n",
       " [],\n",
       " ['产品优化', '二次元在研', '项目管理'],\n",
       " ['市场营销', '产品管理', '产品开发'],\n",
       " ['市场洞察', '拓展培训', '团队管理', '销售管理', '出差'],\n",
       " ['CRM软件',\n",
       "  '信息化项目',\n",
       "  '软件行业',\n",
       "  '咨询项目',\n",
       "  '售前支持',\n",
       "  '服务业',\n",
       "  '批发/零售',\n",
       "  'IT/互联网/软件',\n",
       "  '化工行业',\n",
       "  'CRM系统'],\n",
       " ['品牌策划'],\n",
       " [],\n",
       " ['客户端产品',\n",
       "  '工具产品',\n",
       "  '供应链产品',\n",
       "  '基金产品',\n",
       "  'IT互联网',\n",
       "  '金融理财/贷款',\n",
       "  'to C',\n",
       "  'to B',\n",
       "  '产品设计',\n",
       "  '移动端产品'],\n",
       " [],\n",
       " [],\n",
       " ['英语',\n",
       "  '市场推广',\n",
       "  '市场拓展',\n",
       "  '渠道策划',\n",
       "  '市场策划',\n",
       "  '市场调研分析',\n",
       "  '乙方公司背景',\n",
       "  'to B',\n",
       "  '大客户',\n",
       "  '无销售性质'],\n",
       " ['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析'],\n",
       " ['中央市场产品经理经验', '区域推广经验'],\n",
       " ['神外', '医生'],\n",
       " ['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品'],\n",
       " ['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划'],\n",
       " [],\n",
       " ['游戏行业'],\n",
       " ['产品设计', 'AI人工智能产品'],\n",
       " [],\n",
       " [],\n",
       " ['AI人工智能产品',\n",
       "  '内容产品',\n",
       "  '商业产品',\n",
       "  '人工智能',\n",
       "  'to C',\n",
       "  'IT互联网',\n",
       "  'to G',\n",
       "  '产品规划',\n",
       "  '产品设计',\n",
       "  '需求分析'],\n",
       " ['策略产品',\n",
       "  '平台产品',\n",
       "  '数据产品',\n",
       "  '计算机软件',\n",
       "  '产品优化',\n",
       "  '团队管理',\n",
       "  '用户研究',\n",
       "  '产品设计',\n",
       "  '数据挖掘',\n",
       "  '数据分析'],\n",
       " ['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售'],\n",
       " ['化妆品', '消费品', '产品开发'],\n",
       " ['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商'],\n",
       " ['to C'],\n",
       " [],\n",
       " [],\n",
       " ['商品管理', '产品企划', '商品运营'],\n",
       " [],\n",
       " ['医院器械'],\n",
       " ['泌尿外科'],\n",
       " [],\n",
       " [],\n",
       " ['品牌策划'],\n",
       " ['市场营销', '产品管理', '产品开发'],\n",
       " ['to C'],\n",
       " ['游戏产品', 'MMO游戏'],\n",
       " [],\n",
       " ['CRM软件',\n",
       "  '信息化项目',\n",
       "  '软件行业',\n",
       "  '咨询项目',\n",
       "  '售前支持',\n",
       "  '服务业',\n",
       "  '批发/零售',\n",
       "  'IT/互联网/软件',\n",
       "  '化工行业',\n",
       "  'CRM系统'],\n",
       " ['市场洞察', '拓展培训', '团队管理', '销售管理', '出差'],\n",
       " [],\n",
       " ['产品优化', '二次元在研', '项目管理'],\n",
       " ['增长产品'],\n",
       " [],\n",
       " ['数据分析'],\n",
       " ['客户端产品',\n",
       "  '工具产品',\n",
       "  '供应链产品',\n",
       "  '基金产品',\n",
       "  'IT互联网',\n",
       "  '金融理财/贷款',\n",
       "  'to C',\n",
       "  'to B',\n",
       "  '产品设计',\n",
       "  '移动端产品'],\n",
       " [],\n",
       " [],\n",
       " ['英语',\n",
       "  '市场推广',\n",
       "  '市场拓展',\n",
       "  '渠道策划',\n",
       "  '市场策划',\n",
       "  '市场调研分析',\n",
       "  '乙方公司背景',\n",
       "  'to B',\n",
       "  '大客户',\n",
       "  '无销售性质'],\n",
       " ['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析'],\n",
       " ['中央市场产品经理经验', '区域推广经验'],\n",
       " ['神外', '医生'],\n",
       " ['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品'],\n",
       " [],\n",
       " [],\n",
       " ['to B', 'to G'],\n",
       " ['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划'],\n",
       " ['产品设计', 'AI人工智能产品'],\n",
       " ['游戏行业'],\n",
       " [],\n",
       " [],\n",
       " ['to B', 'to G'],\n",
       " ['AI人工智能产品',\n",
       "  '内容产品',\n",
       "  '商业产品',\n",
       "  '人工智能',\n",
       "  'to C',\n",
       "  'IT互联网',\n",
       "  'to G',\n",
       "  '产品规划',\n",
       "  '产品设计',\n",
       "  '需求分析'],\n",
       " [],\n",
       " ['策略产品',\n",
       "  '平台产品',\n",
       "  '数据产品',\n",
       "  '计算机软件',\n",
       "  '产品优化',\n",
       "  '团队管理',\n",
       "  '用户研究',\n",
       "  '产品设计',\n",
       "  '数据挖掘',\n",
       "  '数据分析'],\n",
       " ['化妆品', '消费品', '产品开发'],\n",
       " ['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商'],\n",
       " ['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售'],\n",
       " ['to C'],\n",
       " [],\n",
       " ['商品管理', '产品企划', '商品运营'],\n",
       " [],\n",
       " ['医院器械'],\n",
       " [],\n",
       " ['泌尿外科'],\n",
       " [],\n",
       " ['游戏产品', 'MMO游戏'],\n",
       " ['to C'],\n",
       " [],\n",
       " ['产品优化', '二次元在研', '项目管理'],\n",
       " ['市场营销', '产品管理', '产品开发'],\n",
       " ['市场洞察', '拓展培训', '团队管理', '销售管理', '出差'],\n",
       " ['CRM软件',\n",
       "  '信息化项目',\n",
       "  '软件行业',\n",
       "  '咨询项目',\n",
       "  '售前支持',\n",
       "  '服务业',\n",
       "  '批发/零售',\n",
       "  'IT/互联网/软件',\n",
       "  '化工行业',\n",
       "  'CRM系统'],\n",
       " ['品牌策划'],\n",
       " [],\n",
       " ['客户端产品',\n",
       "  '工具产品',\n",
       "  '供应链产品',\n",
       "  '基金产品',\n",
       "  'IT互联网',\n",
       "  '金融理财/贷款',\n",
       "  'to C',\n",
       "  'to B',\n",
       "  '产品设计',\n",
       "  '移动端产品'],\n",
       " [],\n",
       " [],\n",
       " ['英语',\n",
       "  '市场推广',\n",
       "  '市场拓展',\n",
       "  '渠道策划',\n",
       "  '市场策划',\n",
       "  '市场调研分析',\n",
       "  '乙方公司背景',\n",
       "  'to B',\n",
       "  '大客户',\n",
       "  '无销售性质'],\n",
       " ['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析'],\n",
       " ['中央市场产品经理经验', '区域推广经验'],\n",
       " ['神外', '医生'],\n",
       " ['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品'],\n",
       " ['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划'],\n",
       " [],\n",
       " ['游戏行业'],\n",
       " ['产品设计', 'AI人工智能产品'],\n",
       " [],\n",
       " [],\n",
       " ['AI人工智能产品',\n",
       "  '内容产品',\n",
       "  '商业产品',\n",
       "  '人工智能',\n",
       "  'to C',\n",
       "  'IT互联网',\n",
       "  'to G',\n",
       "  '产品规划',\n",
       "  '产品设计',\n",
       "  '需求分析'],\n",
       " ['策略产品',\n",
       "  '平台产品',\n",
       "  '数据产品',\n",
       "  '计算机软件',\n",
       "  '产品优化',\n",
       "  '团队管理',\n",
       "  '用户研究',\n",
       "  '产品设计',\n",
       "  '数据挖掘',\n",
       "  '数据分析'],\n",
       " ['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售'],\n",
       " ['化妆品', '消费品', '产品开发'],\n",
       " ['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商'],\n",
       " ['to C'],\n",
       " [],\n",
       " [],\n",
       " ['商品管理', '产品企划', '商品运营'],\n",
       " [],\n",
       " ['医院器械'],\n",
       " ['泌尿外科'],\n",
       " [],\n",
       " [],\n",
       " ['品牌策划'],\n",
       " ['市场营销', '产品管理', '产品开发'],\n",
       " ['to C'],\n",
       " ['游戏产品', 'MMO游戏'],\n",
       " [],\n",
       " ['CRM软件',\n",
       "  '信息化项目',\n",
       "  '软件行业',\n",
       "  '咨询项目',\n",
       "  '售前支持',\n",
       "  '服务业',\n",
       "  '批发/零售',\n",
       "  'IT/互联网/软件',\n",
       "  '化工行业',\n",
       "  'CRM系统'],\n",
       " ['市场洞察', '拓展培训', '团队管理', '销售管理', '出差'],\n",
       " [],\n",
       " ['产品优化', '二次元在研', '项目管理'],\n",
       " ['增长产品'],\n",
       " [],\n",
       " ['数据分析'],\n",
       " ['客户端产品',\n",
       "  '工具产品',\n",
       "  '供应链产品',\n",
       "  '基金产品',\n",
       "  'IT互联网',\n",
       "  '金融理财/贷款',\n",
       "  'to C',\n",
       "  'to B',\n",
       "  '产品设计',\n",
       "  '移动端产品'],\n",
       " [],\n",
       " [],\n",
       " ['英语',\n",
       "  '市场推广',\n",
       "  '市场拓展',\n",
       "  '渠道策划',\n",
       "  '市场策划',\n",
       "  '市场调研分析',\n",
       "  '乙方公司背景',\n",
       "  'to B',\n",
       "  '大客户',\n",
       "  '无销售性质'],\n",
       " ['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析'],\n",
       " ['中央市场产品经理经验', '区域推广经验'],\n",
       " ['神外', '医生'],\n",
       " ['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品'],\n",
       " ['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划'],\n",
       " [],\n",
       " ['游戏行业'],\n",
       " ['产品设计', 'AI人工智能产品'],\n",
       " [],\n",
       " [],\n",
       " ['AI人工智能产品',\n",
       "  '内容产品',\n",
       "  '商业产品',\n",
       "  '人工智能',\n",
       "  'to C',\n",
       "  'IT互联网',\n",
       "  'to G',\n",
       "  '产品规划',\n",
       "  '产品设计',\n",
       "  '需求分析'],\n",
       " ['策略产品',\n",
       "  '平台产品',\n",
       "  '数据产品',\n",
       "  '计算机软件',\n",
       "  '产品优化',\n",
       "  '团队管理',\n",
       "  '用户研究',\n",
       "  '产品设计',\n",
       "  '数据挖掘',\n",
       "  '数据分析'],\n",
       " ['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售'],\n",
       " ['化妆品', '消费品', '产品开发'],\n",
       " ['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商'],\n",
       " ['to C'],\n",
       " [],\n",
       " [],\n",
       " ['商品管理', '产品企划', '商品运营'],\n",
       " [],\n",
       " ['医院器械'],\n",
       " ['泌尿外科'],\n",
       " [],\n",
       " [],\n",
       " ['品牌策划'],\n",
       " ['市场营销', '产品管理', '产品开发'],\n",
       " ['to C'],\n",
       " ['游戏产品', 'MMO游戏'],\n",
       " [],\n",
       " ['CRM软件',\n",
       "  '信息化项目',\n",
       "  '软件行业',\n",
       "  '咨询项目',\n",
       "  '售前支持',\n",
       "  '服务业',\n",
       "  '批发/零售',\n",
       "  'IT/互联网/软件',\n",
       "  '化工行业',\n",
       "  'CRM系统'],\n",
       " ['市场洞察', '拓展培训', '团队管理', '销售管理', '出差'],\n",
       " [],\n",
       " ['产品优化', '二次元在研', '项目管理'],\n",
       " ['增长产品'],\n",
       " [],\n",
       " ['数据分析'],\n",
       " ['客户端产品',\n",
       "  '工具产品',\n",
       "  '供应链产品',\n",
       "  '基金产品',\n",
       "  'IT互联网',\n",
       "  '金融理财/贷款',\n",
       "  'to C',\n",
       "  'to B',\n",
       "  '产品设计',\n",
       "  '移动端产品'],\n",
       " [],\n",
       " [],\n",
       " ['英语',\n",
       "  '市场推广',\n",
       "  '市场拓展',\n",
       "  '渠道策划',\n",
       "  '市场策划',\n",
       "  '市场调研分析',\n",
       "  '乙方公司背景',\n",
       "  'to B',\n",
       "  '大客户',\n",
       "  '无销售性质'],\n",
       " ['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析'],\n",
       " ['中央市场产品经理经验', '区域推广经验'],\n",
       " ['神外', '医生'],\n",
       " ['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品'],\n",
       " [],\n",
       " [],\n",
       " ['to B', 'to G'],\n",
       " ['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划'],\n",
       " ['产品设计', 'AI人工智能产品'],\n",
       " ['游戏行业'],\n",
       " [],\n",
       " [],\n",
       " ['to B', 'to G'],\n",
       " ['AI人工智能产品',\n",
       "  '内容产品',\n",
       "  '商业产品',\n",
       "  '人工智能',\n",
       "  'to C',\n",
       "  'IT互联网',\n",
       "  'to G',\n",
       "  '产品规划',\n",
       "  '产品设计',\n",
       "  '需求分析'],\n",
       " [],\n",
       " ['策略产品',\n",
       "  '平台产品',\n",
       "  '数据产品',\n",
       "  '计算机软件',\n",
       "  '产品优化',\n",
       "  '团队管理',\n",
       "  '用户研究',\n",
       "  '产品设计',\n",
       "  '数据挖掘',\n",
       "  '数据分析'],\n",
       " ['化妆品', '消费品', '产品开发'],\n",
       " ['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商'],\n",
       " ['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售'],\n",
       " ['to C'],\n",
       " [],\n",
       " ['商品管理', '产品企划', '商品运营'],\n",
       " [],\n",
       " ['医院器械'],\n",
       " [],\n",
       " ['泌尿外科'],\n",
       " [],\n",
       " ['游戏产品', 'MMO游戏'],\n",
       " ['to C'],\n",
       " [],\n",
       " ['产品优化', '二次元在研', '项目管理'],\n",
       " ['市场营销', '产品管理', '产品开发'],\n",
       " ['市场洞察', '拓展培训', '团队管理', '销售管理', '出差'],\n",
       " ['CRM软件',\n",
       "  '信息化项目',\n",
       "  '软件行业',\n",
       "  '咨询项目',\n",
       "  '售前支持',\n",
       "  '服务业',\n",
       "  '批发/零售',\n",
       "  'IT/互联网/软件',\n",
       "  '化工行业',\n",
       "  'CRM系统'],\n",
       " ['品牌策划'],\n",
       " [],\n",
       " ['客户端产品',\n",
       "  '工具产品',\n",
       "  '供应链产品',\n",
       "  '基金产品',\n",
       "  'IT互联网',\n",
       "  '金融理财/贷款',\n",
       "  'to C',\n",
       "  'to B',\n",
       "  '产品设计',\n",
       "  '移动端产品'],\n",
       " [],\n",
       " [],\n",
       " ['英语',\n",
       "  '市场推广',\n",
       "  '市场拓展',\n",
       "  '渠道策划',\n",
       "  '市场策划',\n",
       "  '市场调研分析',\n",
       "  '乙方公司背景',\n",
       "  'to B',\n",
       "  '大客户',\n",
       "  '无销售性质'],\n",
       " ['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析'],\n",
       " ['中央市场产品经理经验', '区域推广经验'],\n",
       " ['神外', '医生'],\n",
       " ['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品'],\n",
       " ['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划'],\n",
       " [],\n",
       " ['游戏行业'],\n",
       " ['产品设计', 'AI人工智能产品'],\n",
       " [],\n",
       " [],\n",
       " ['AI人工智能产品',\n",
       "  '内容产品',\n",
       "  '商业产品',\n",
       "  '人工智能',\n",
       "  'to C',\n",
       "  'IT互联网',\n",
       "  'to G',\n",
       "  '产品规划',\n",
       "  '产品设计',\n",
       "  '需求分析'],\n",
       " ['策略产品',\n",
       "  '平台产品',\n",
       "  '数据产品',\n",
       "  '计算机软件',\n",
       "  '产品优化',\n",
       "  '团队管理',\n",
       "  '用户研究',\n",
       "  '产品设计',\n",
       "  '数据挖掘',\n",
       "  '数据分析'],\n",
       " ['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售'],\n",
       " ['化妆品', '消费品', '产品开发'],\n",
       " ['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商'],\n",
       " ['to C'],\n",
       " [],\n",
       " [],\n",
       " ['商品管理', '产品企划', '商品运营'],\n",
       " [],\n",
       " ['医院器械'],\n",
       " ['泌尿外科'],\n",
       " [],\n",
       " [],\n",
       " ['品牌策划'],\n",
       " ['市场营销', '产品管理', '产品开发'],\n",
       " ['to C'],\n",
       " ['游戏产品', 'MMO游戏'],\n",
       " [],\n",
       " ['CRM软件',\n",
       "  '信息化项目',\n",
       "  '软件行业',\n",
       "  '咨询项目',\n",
       "  '售前支持',\n",
       "  '服务业',\n",
       "  '批发/零售',\n",
       "  'IT/互联网/软件',\n",
       "  '化工行业',\n",
       "  'CRM系统'],\n",
       " ['市场洞察', '拓展培训', '团队管理', '销售管理', '出差'],\n",
       " [],\n",
       " ['产品优化', '二次元在研', '项目管理'],\n",
       " ['增长产品'],\n",
       " [],\n",
       " ['数据分析'],\n",
       " ['客户端产品',\n",
       "  '工具产品',\n",
       "  '供应链产品',\n",
       "  '基金产品',\n",
       "  'IT互联网',\n",
       "  '金融理财/贷款',\n",
       "  'to C',\n",
       "  'to B',\n",
       "  '产品设计',\n",
       "  '移动端产品'],\n",
       " [],\n",
       " [],\n",
       " ['英语',\n",
       "  '市场推广',\n",
       "  '市场拓展',\n",
       "  '渠道策划',\n",
       "  '市场策划',\n",
       "  '市场调研分析',\n",
       "  '乙方公司背景',\n",
       "  'to B',\n",
       "  '大客户',\n",
       "  '无销售性质'],\n",
       " ['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析'],\n",
       " ['中央市场产品经理经验', '区域推广经验'],\n",
       " ['神外', '医生'],\n",
       " ['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品'],\n",
       " ['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划'],\n",
       " [],\n",
       " ['游戏行业'],\n",
       " ['产品设计', 'AI人工智能产品'],\n",
       " [],\n",
       " [],\n",
       " ['AI人工智能产品',\n",
       "  '内容产品',\n",
       "  '商业产品',\n",
       "  '人工智能',\n",
       "  'to C',\n",
       "  'IT互联网',\n",
       "  'to G',\n",
       "  '产品规划',\n",
       "  '产品设计',\n",
       "  '需求分析'],\n",
       " ['策略产品',\n",
       "  '平台产品',\n",
       "  '数据产品',\n",
       "  '计算机软件',\n",
       "  '产品优化',\n",
       "  '团队管理',\n",
       "  '用户研究',\n",
       "  '产品设计',\n",
       "  '数据挖掘',\n",
       "  '数据分析'],\n",
       " ['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售'],\n",
       " ['化妆品', '消费品', '产品开发'],\n",
       " ['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商'],\n",
       " ['to C'],\n",
       " [],\n",
       " [],\n",
       " ['商品管理', '产品企划', '商品运营'],\n",
       " [],\n",
       " ['医院器械'],\n",
       " ['泌尿外科'],\n",
       " [],\n",
       " [],\n",
       " ['品牌策划'],\n",
       " ['市场营销', '产品管理', '产品开发'],\n",
       " ['to C'],\n",
       " ['游戏产品', 'MMO游戏'],\n",
       " [],\n",
       " ['CRM软件',\n",
       "  '信息化项目',\n",
       "  '软件行业',\n",
       "  '咨询项目',\n",
       "  '售前支持',\n",
       "  '服务业',\n",
       "  '批发/零售',\n",
       "  'IT/互联网/软件',\n",
       "  '化工行业',\n",
       "  'CRM系统'],\n",
       " ['市场洞察', '拓展培训', '团队管理', '销售管理', '出差'],\n",
       " [],\n",
       " ['产品优化', '二次元在研', '项目管理'],\n",
       " ['增长产品'],\n",
       " [],\n",
       " ['数据分析'],\n",
       " ['客户端产品',\n",
       "  '工具产品',\n",
       "  '供应链产品',\n",
       "  '基金产品',\n",
       "  'IT互联网',\n",
       "  '金融理财/贷款',\n",
       "  'to C',\n",
       "  'to B',\n",
       "  '产品设计',\n",
       "  '移动端产品'],\n",
       " [],\n",
       " [],\n",
       " ['英语',\n",
       "  '市场推广',\n",
       "  '市场拓展',\n",
       "  '渠道策划',\n",
       "  '市场策划',\n",
       "  '市场调研分析',\n",
       "  '乙方公司背景',\n",
       "  'to B',\n",
       "  '大客户',\n",
       "  '无销售性质'],\n",
       " ['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析'],\n",
       " ['中央市场产品经理经验', '区域推广经验'],\n",
       " ['神外', '医生'],\n",
       " ['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品'],\n",
       " ['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划'],\n",
       " [],\n",
       " ['游戏行业'],\n",
       " ['产品设计', 'AI人工智能产品'],\n",
       " [],\n",
       " [],\n",
       " ['AI人工智能产品',\n",
       "  '内容产品',\n",
       "  '商业产品',\n",
       "  '人工智能',\n",
       "  'to C',\n",
       "  'IT互联网',\n",
       "  'to G',\n",
       "  '产品规划',\n",
       "  '产品设计',\n",
       "  '需求分析'],\n",
       " ['策略产品',\n",
       "  '平台产品',\n",
       "  '数据产品',\n",
       "  '计算机软件',\n",
       "  '产品优化',\n",
       "  '团队管理',\n",
       "  '用户研究',\n",
       "  '产品设计',\n",
       "  '数据挖掘',\n",
       "  '数据分析'],\n",
       " ['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售'],\n",
       " ['化妆品', '消费品', '产品开发'],\n",
       " ['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商'],\n",
       " ['to C'],\n",
       " [],\n",
       " [],\n",
       " ['商品管理', '产品企划', '商品运营'],\n",
       " [],\n",
       " ['医院器械'],\n",
       " ['泌尿外科'],\n",
       " [],\n",
       " [],\n",
       " ['品牌策划'],\n",
       " ['市场营销', '产品管理', '产品开发'],\n",
       " ['to C'],\n",
       " ['游戏产品', 'MMO游戏'],\n",
       " [],\n",
       " ['CRM软件',\n",
       "  '信息化项目',\n",
       "  '软件行业',\n",
       "  '咨询项目',\n",
       "  '售前支持',\n",
       "  '服务业',\n",
       "  '批发/零售',\n",
       "  'IT/互联网/软件',\n",
       "  '化工行业',\n",
       "  'CRM系统'],\n",
       " ['市场洞察', '拓展培训', '团队管理', '销售管理', '出差'],\n",
       " [],\n",
       " ['产品优化', '二次元在研', '项目管理'],\n",
       " ['增长产品'],\n",
       " [],\n",
       " ['数据分析'],\n",
       " ['客户端产品',\n",
       "  '工具产品',\n",
       "  '供应链产品',\n",
       "  '基金产品',\n",
       "  'IT互联网',\n",
       "  '金融理财/贷款',\n",
       "  'to C',\n",
       "  'to B',\n",
       "  '产品设计',\n",
       "  '移动端产品'],\n",
       " [],\n",
       " [],\n",
       " ['英语',\n",
       "  '市场推广',\n",
       "  '市场拓展',\n",
       "  '渠道策划',\n",
       "  '市场策划',\n",
       "  '市场调研分析',\n",
       "  '乙方公司背景',\n",
       "  'to B',\n",
       "  '大客户',\n",
       "  '无销售性质'],\n",
       " ['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析'],\n",
       " ['中央市场产品经理经验', '区域推广经验'],\n",
       " ['神外', '医生'],\n",
       " ['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品'],\n",
       " ['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划'],\n",
       " [],\n",
       " ['游戏行业'],\n",
       " ['产品设计', 'AI人工智能产品'],\n",
       " [],\n",
       " [],\n",
       " ['AI人工智能产品',\n",
       "  '内容产品',\n",
       "  '商业产品',\n",
       "  '人工智能',\n",
       "  'to C',\n",
       "  'IT互联网',\n",
       "  'to G',\n",
       "  '产品规划',\n",
       "  '产品设计',\n",
       "  '需求分析'],\n",
       " ['策略产品',\n",
       "  '平台产品',\n",
       "  '数据产品',\n",
       "  '计算机软件',\n",
       "  '产品优化',\n",
       "  '团队管理',\n",
       "  '用户研究',\n",
       "  '产品设计',\n",
       "  '数据挖掘',\n",
       "  '数据分析'],\n",
       " ['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售'],\n",
       " ['化妆品', '消费品', '产品开发'],\n",
       " ['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商'],\n",
       " ['to C'],\n",
       " [],\n",
       " [],\n",
       " ['商品管理', '产品企划', '商品运营'],\n",
       " [],\n",
       " ['医院器械'],\n",
       " ['泌尿外科'],\n",
       " [],\n",
       " [],\n",
       " ['品牌策划'],\n",
       " ['市场营销', '产品管理', '产品开发'],\n",
       " ['to C'],\n",
       " ['游戏产品', 'MMO游戏'],\n",
       " [],\n",
       " ['CRM软件',\n",
       "  '信息化项目',\n",
       "  '软件行业',\n",
       "  '咨询项目',\n",
       "  '售前支持',\n",
       "  '服务业',\n",
       "  '批发/零售',\n",
       "  'IT/互联网/软件',\n",
       "  '化工行业',\n",
       "  'CRM系统'],\n",
       " ['市场洞察', '拓展培训', '团队管理', '销售管理', '出差'],\n",
       " [],\n",
       " ['产品优化', '二次元在研', '项目管理'],\n",
       " ['增长产品'],\n",
       " [],\n",
       " ['数据分析'],\n",
       " ['客户端产品',\n",
       "  '工具产品',\n",
       "  '供应链产品',\n",
       "  '基金产品',\n",
       "  'IT互联网',\n",
       "  '金融理财/贷款',\n",
       "  'to C',\n",
       "  'to B',\n",
       "  '产品设计',\n",
       "  '移动端产品'],\n",
       " [],\n",
       " [],\n",
       " ['英语',\n",
       "  '市场推广',\n",
       "  '市场拓展',\n",
       "  '渠道策划',\n",
       "  '市场策划',\n",
       "  '市场调研分析',\n",
       "  '乙方公司背景',\n",
       "  'to B',\n",
       "  '大客户',\n",
       "  '无销售性质'],\n",
       " ['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析'],\n",
       " ['中央市场产品经理经验', '区域推广经验'],\n",
       " ['神外', '医生'],\n",
       " ['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品'],\n",
       " [],\n",
       " [],\n",
       " ['to B', 'to G'],\n",
       " ['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划'],\n",
       " ['产品设计', 'AI人工智能产品'],\n",
       " ['游戏行业'],\n",
       " [],\n",
       " [],\n",
       " ['to B', 'to G'],\n",
       " ['AI人工智能产品',\n",
       "  '内容产品',\n",
       "  '商业产品',\n",
       "  '人工智能',\n",
       "  'to C',\n",
       "  'IT互联网',\n",
       "  'to G',\n",
       "  '产品规划',\n",
       "  '产品设计',\n",
       "  '需求分析'],\n",
       " [],\n",
       " ['策略产品',\n",
       "  '平台产品',\n",
       "  '数据产品',\n",
       "  '计算机软件',\n",
       "  '产品优化',\n",
       "  '团队管理',\n",
       "  '用户研究',\n",
       "  '产品设计',\n",
       "  '数据挖掘',\n",
       "  '数据分析'],\n",
       " ['化妆品', '消费品', '产品开发'],\n",
       " ['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商'],\n",
       " ['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售'],\n",
       " ['to C'],\n",
       " [],\n",
       " ['商品管理', '产品企划', '商品运营'],\n",
       " [],\n",
       " ['医院器械'],\n",
       " [],\n",
       " ['泌尿外科'],\n",
       " [],\n",
       " ['游戏产品', 'MMO游戏'],\n",
       " ['to C'],\n",
       " [],\n",
       " ['产品优化', '二次元在研', '项目管理'],\n",
       " ['市场营销', '产品管理', '产品开发'],\n",
       " ['市场洞察', '拓展培训', '团队管理', '销售管理', '出差'],\n",
       " ['CRM软件',\n",
       "  '信息化项目',\n",
       "  '软件行业',\n",
       "  '咨询项目',\n",
       "  '售前支持',\n",
       "  '服务业',\n",
       "  '批发/零售',\n",
       "  'IT/互联网/软件',\n",
       "  '化工行业',\n",
       "  'CRM系统'],\n",
       " ['品牌策划'],\n",
       " [],\n",
       " ['客户端产品',\n",
       "  '工具产品',\n",
       "  '供应链产品',\n",
       "  '基金产品',\n",
       "  'IT互联网',\n",
       "  '金融理财/贷款',\n",
       "  'to C',\n",
       "  'to B',\n",
       "  '产品设计',\n",
       "  '移动端产品'],\n",
       " [],\n",
       " [],\n",
       " ['英语',\n",
       "  '市场推广',\n",
       "  '市场拓展',\n",
       "  '渠道策划',\n",
       "  '市场策划',\n",
       "  '市场调研分析',\n",
       "  '乙方公司背景',\n",
       "  'to B',\n",
       "  '大客户',\n",
       "  '无销售性质'],\n",
       " ['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析'],\n",
       " ['中央市场产品经理经验', '区域推广经验'],\n",
       " ['神外', '医生'],\n",
       " ['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品'],\n",
       " ['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划'],\n",
       " [],\n",
       " ['游戏行业'],\n",
       " ['产品设计', 'AI人工智能产品'],\n",
       " [],\n",
       " [],\n",
       " ['AI人工智能产品',\n",
       "  '内容产品',\n",
       "  '商业产品',\n",
       "  '人工智能',\n",
       "  'to C',\n",
       "  'IT互联网',\n",
       "  'to G',\n",
       "  '产品规划',\n",
       "  '产品设计',\n",
       "  '需求分析'],\n",
       " ['策略产品',\n",
       "  '平台产品',\n",
       "  '数据产品',\n",
       "  '计算机软件',\n",
       "  '产品优化',\n",
       "  '团队管理',\n",
       "  '用户研究',\n",
       "  '产品设计',\n",
       "  '数据挖掘',\n",
       "  '数据分析'],\n",
       " ['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售'],\n",
       " ['化妆品', '消费品', '产品开发'],\n",
       " ['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商'],\n",
       " ['to C'],\n",
       " [],\n",
       " [],\n",
       " ['商品管理', '产品企划', '商品运营'],\n",
       " [],\n",
       " ['医院器械'],\n",
       " ['泌尿外科'],\n",
       " [],\n",
       " [],\n",
       " ['品牌策划'],\n",
       " ['市场营销', '产品管理', '产品开发'],\n",
       " ['to C'],\n",
       " ['游戏产品', 'MMO游戏'],\n",
       " [],\n",
       " ['CRM软件',\n",
       "  '信息化项目',\n",
       "  '软件行业',\n",
       "  '咨询项目',\n",
       "  '售前支持',\n",
       "  '服务业',\n",
       "  '批发/零售',\n",
       "  'IT/互联网/软件',\n",
       "  '化工行业',\n",
       "  'CRM系统'],\n",
       " ['市场洞察', '拓展培训', '团队管理', '销售管理', '出差'],\n",
       " [],\n",
       " ['产品优化', '二次元在研', '项目管理'],\n",
       " ['增长产品'],\n",
       " [],\n",
       " ['数据分析'],\n",
       " ['客户端产品',\n",
       "  '工具产品',\n",
       "  '供应链产品',\n",
       "  '基金产品',\n",
       "  'IT互联网',\n",
       "  '金融理财/贷款',\n",
       "  'to C',\n",
       "  'to B',\n",
       "  '产品设计',\n",
       "  '移动端产品'],\n",
       " [],\n",
       " [],\n",
       " ['英语',\n",
       "  '市场推广',\n",
       "  '市场拓展',\n",
       "  '渠道策划',\n",
       "  '市场策划',\n",
       "  '市场调研分析',\n",
       "  '乙方公司背景',\n",
       "  'to B',\n",
       "  '大客户',\n",
       "  '无销售性质'],\n",
       " ['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析'],\n",
       " ['中央市场产品经理经验', '区域推广经验'],\n",
       " ['神外', '医生'],\n",
       " ['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品'],\n",
       " [],\n",
       " [],\n",
       " ['to B', 'to G'],\n",
       " ['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划'],\n",
       " ['产品设计', 'AI人工智能产品'],\n",
       " ['游戏行业'],\n",
       " [],\n",
       " [],\n",
       " ['to B', 'to G'],\n",
       " ['AI人工智能产品',\n",
       "  '内容产品',\n",
       "  '商业产品',\n",
       "  '人工智能',\n",
       "  'to C',\n",
       "  'IT互联网',\n",
       "  'to G',\n",
       "  '产品规划',\n",
       "  '产品设计',\n",
       "  '需求分析'],\n",
       " [],\n",
       " ['策略产品',\n",
       "  '平台产品',\n",
       "  '数据产品',\n",
       "  '计算机软件',\n",
       "  '产品优化',\n",
       "  '团队管理',\n",
       "  '用户研究',\n",
       "  '产品设计',\n",
       "  '数据挖掘',\n",
       "  '数据分析'],\n",
       " ['化妆品', '消费品', '产品开发'],\n",
       " ['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商'],\n",
       " ['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售'],\n",
       " ['to C'],\n",
       " [],\n",
       " ['商品管理', '产品企划', '商品运营'],\n",
       " [],\n",
       " ['医院器械'],\n",
       " [],\n",
       " ['泌尿外科'],\n",
       " [],\n",
       " ['游戏产品', 'MMO游戏'],\n",
       " ['to C'],\n",
       " [],\n",
       " ['产品优化', '二次元在研', '项目管理'],\n",
       " ['市场营销', '产品管理', '产品开发'],\n",
       " ['市场洞察', '拓展培训', '团队管理', '销售管理', '出差'],\n",
       " ['CRM软件',\n",
       "  '信息化项目',\n",
       "  '软件行业',\n",
       "  '咨询项目',\n",
       "  '售前支持',\n",
       "  '服务业',\n",
       "  '批发/零售',\n",
       "  'IT/互联网/软件',\n",
       "  '化工行业',\n",
       "  'CRM系统'],\n",
       " ['品牌策划'],\n",
       " []]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品_广州['job.labels'].apply(lambda x:eval(x)).values.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "f57c34ea-b2b3-4773-b746-e625ebdd7e12",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['客户端产品',\n",
       " '工具产品',\n",
       " '供应链产品',\n",
       " '基金产品',\n",
       " 'IT互联网',\n",
       " '金融理财/贷款',\n",
       " 'to C',\n",
       " 'to B',\n",
       " '产品设计',\n",
       " '移动端产品',\n",
       " '英语',\n",
       " '市场推广',\n",
       " '市场拓展',\n",
       " '渠道策划',\n",
       " '市场策划',\n",
       " '市场调研分析',\n",
       " '乙方公司背景',\n",
       " 'to B',\n",
       " '大客户',\n",
       " '无销售性质',\n",
       " '数据产品',\n",
       " '工具产品',\n",
       " '平台产品',\n",
       " '科研/技术服务',\n",
       " '数据分析',\n",
       " 'SQL',\n",
       " '竞品分析',\n",
       " '中央市场产品经理经验',\n",
       " '区域推广经验',\n",
       " '神外',\n",
       " '医生',\n",
       " '化妆品原料',\n",
       " '市场推广',\n",
       " '产品策划',\n",
       " '产品运营',\n",
       " '产品规划',\n",
       " 'PS',\n",
       " 'PPT',\n",
       " '研讨会',\n",
       " '活性物',\n",
       " '护肤品',\n",
       " '硬件产品',\n",
       " '硬件系统集成',\n",
       " '汽车行业',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " '市场调研',\n",
       " '交互设计',\n",
       " '产品规划',\n",
       " '游戏行业',\n",
       " '产品设计',\n",
       " 'AI人工智能产品',\n",
       " 'AI人工智能产品',\n",
       " '内容产品',\n",
       " '商业产品',\n",
       " '人工智能',\n",
       " 'to C',\n",
       " 'IT互联网',\n",
       " 'to G',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " '策略产品',\n",
       " '平台产品',\n",
       " '数据产品',\n",
       " '计算机软件',\n",
       " '产品优化',\n",
       " '团队管理',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '数据挖掘',\n",
       " '数据分析',\n",
       " 'b端产品',\n",
       " '用户增长',\n",
       " '策略产品',\n",
       " '数据分析',\n",
       " '内容产品',\n",
       " 'C端产品',\n",
       " '增长黑客',\n",
       " '私域增长',\n",
       " '新零售',\n",
       " '化妆品',\n",
       " '消费品',\n",
       " '产品开发',\n",
       " '产品策略',\n",
       " '爆品',\n",
       " '母婴',\n",
       " '美妆',\n",
       " '产品策划',\n",
       " '电商',\n",
       " 'to C',\n",
       " '商品管理',\n",
       " '产品企划',\n",
       " '商品运营',\n",
       " '医院器械',\n",
       " '泌尿外科',\n",
       " '品牌策划',\n",
       " '市场营销',\n",
       " '产品管理',\n",
       " '产品开发',\n",
       " 'to C',\n",
       " '游戏产品',\n",
       " 'MMO游戏',\n",
       " 'CRM软件',\n",
       " '信息化项目',\n",
       " '软件行业',\n",
       " '咨询项目',\n",
       " '售前支持',\n",
       " '服务业',\n",
       " '批发/零售',\n",
       " 'IT/互联网/软件',\n",
       " '化工行业',\n",
       " 'CRM系统',\n",
       " '市场洞察',\n",
       " '拓展培训',\n",
       " '团队管理',\n",
       " '销售管理',\n",
       " '出差',\n",
       " '产品优化',\n",
       " '二次元在研',\n",
       " '项目管理',\n",
       " '增长产品',\n",
       " '数据分析',\n",
       " '客户端产品',\n",
       " '工具产品',\n",
       " '供应链产品',\n",
       " '基金产品',\n",
       " 'IT互联网',\n",
       " '金融理财/贷款',\n",
       " 'to C',\n",
       " 'to B',\n",
       " '产品设计',\n",
       " '移动端产品',\n",
       " '英语',\n",
       " '市场推广',\n",
       " '市场拓展',\n",
       " '渠道策划',\n",
       " '市场策划',\n",
       " '市场调研分析',\n",
       " '乙方公司背景',\n",
       " 'to B',\n",
       " '大客户',\n",
       " '无销售性质',\n",
       " '数据产品',\n",
       " '工具产品',\n",
       " '平台产品',\n",
       " '科研/技术服务',\n",
       " '数据分析',\n",
       " 'SQL',\n",
       " '竞品分析',\n",
       " '中央市场产品经理经验',\n",
       " '区域推广经验',\n",
       " '神外',\n",
       " '医生',\n",
       " '化妆品原料',\n",
       " '市场推广',\n",
       " '产品策划',\n",
       " '产品运营',\n",
       " '产品规划',\n",
       " 'PS',\n",
       " 'PPT',\n",
       " '研讨会',\n",
       " '活性物',\n",
       " '护肤品',\n",
       " 'to B',\n",
       " 'to G',\n",
       " '硬件产品',\n",
       " '硬件系统集成',\n",
       " '汽车行业',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " '市场调研',\n",
       " '交互设计',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " 'AI人工智能产品',\n",
       " '游戏行业',\n",
       " 'to B',\n",
       " 'to G',\n",
       " 'AI人工智能产品',\n",
       " '内容产品',\n",
       " '商业产品',\n",
       " '人工智能',\n",
       " 'to C',\n",
       " 'IT互联网',\n",
       " 'to G',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " '策略产品',\n",
       " '平台产品',\n",
       " '数据产品',\n",
       " '计算机软件',\n",
       " '产品优化',\n",
       " '团队管理',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '数据挖掘',\n",
       " '数据分析',\n",
       " '化妆品',\n",
       " '消费品',\n",
       " '产品开发',\n",
       " '产品策略',\n",
       " '爆品',\n",
       " '母婴',\n",
       " '美妆',\n",
       " '产品策划',\n",
       " '电商',\n",
       " 'b端产品',\n",
       " '用户增长',\n",
       " '策略产品',\n",
       " '数据分析',\n",
       " '内容产品',\n",
       " 'C端产品',\n",
       " '增长黑客',\n",
       " '私域增长',\n",
       " '新零售',\n",
       " 'to C',\n",
       " '商品管理',\n",
       " '产品企划',\n",
       " '商品运营',\n",
       " '医院器械',\n",
       " '泌尿外科',\n",
       " '游戏产品',\n",
       " 'MMO游戏',\n",
       " 'to C',\n",
       " '产品优化',\n",
       " '二次元在研',\n",
       " '项目管理',\n",
       " '市场营销',\n",
       " '产品管理',\n",
       " '产品开发',\n",
       " '市场洞察',\n",
       " '拓展培训',\n",
       " '团队管理',\n",
       " '销售管理',\n",
       " '出差',\n",
       " 'CRM软件',\n",
       " '信息化项目',\n",
       " '软件行业',\n",
       " '咨询项目',\n",
       " '售前支持',\n",
       " '服务业',\n",
       " '批发/零售',\n",
       " 'IT/互联网/软件',\n",
       " '化工行业',\n",
       " 'CRM系统',\n",
       " '品牌策划',\n",
       " '客户端产品',\n",
       " '工具产品',\n",
       " '供应链产品',\n",
       " '基金产品',\n",
       " 'IT互联网',\n",
       " '金融理财/贷款',\n",
       " 'to C',\n",
       " 'to B',\n",
       " '产品设计',\n",
       " '移动端产品',\n",
       " '英语',\n",
       " '市场推广',\n",
       " '市场拓展',\n",
       " '渠道策划',\n",
       " '市场策划',\n",
       " '市场调研分析',\n",
       " '乙方公司背景',\n",
       " 'to B',\n",
       " '大客户',\n",
       " '无销售性质',\n",
       " '数据产品',\n",
       " '工具产品',\n",
       " '平台产品',\n",
       " '科研/技术服务',\n",
       " '数据分析',\n",
       " 'SQL',\n",
       " '竞品分析',\n",
       " '中央市场产品经理经验',\n",
       " '区域推广经验',\n",
       " '神外',\n",
       " '医生',\n",
       " '化妆品原料',\n",
       " '市场推广',\n",
       " '产品策划',\n",
       " '产品运营',\n",
       " '产品规划',\n",
       " 'PS',\n",
       " 'PPT',\n",
       " '研讨会',\n",
       " '活性物',\n",
       " '护肤品',\n",
       " '硬件产品',\n",
       " '硬件系统集成',\n",
       " '汽车行业',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " '市场调研',\n",
       " '交互设计',\n",
       " '产品规划',\n",
       " '游戏行业',\n",
       " '产品设计',\n",
       " 'AI人工智能产品',\n",
       " 'AI人工智能产品',\n",
       " '内容产品',\n",
       " '商业产品',\n",
       " '人工智能',\n",
       " 'to C',\n",
       " 'IT互联网',\n",
       " 'to G',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " '策略产品',\n",
       " '平台产品',\n",
       " '数据产品',\n",
       " '计算机软件',\n",
       " '产品优化',\n",
       " '团队管理',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '数据挖掘',\n",
       " '数据分析',\n",
       " 'b端产品',\n",
       " '用户增长',\n",
       " '策略产品',\n",
       " '数据分析',\n",
       " '内容产品',\n",
       " 'C端产品',\n",
       " '增长黑客',\n",
       " '私域增长',\n",
       " '新零售',\n",
       " '化妆品',\n",
       " '消费品',\n",
       " '产品开发',\n",
       " '产品策略',\n",
       " '爆品',\n",
       " '母婴',\n",
       " '美妆',\n",
       " '产品策划',\n",
       " '电商',\n",
       " 'to C',\n",
       " '商品管理',\n",
       " '产品企划',\n",
       " '商品运营',\n",
       " '医院器械',\n",
       " '泌尿外科',\n",
       " '品牌策划',\n",
       " '市场营销',\n",
       " '产品管理',\n",
       " '产品开发',\n",
       " 'to C',\n",
       " '游戏产品',\n",
       " 'MMO游戏',\n",
       " 'CRM软件',\n",
       " '信息化项目',\n",
       " '软件行业',\n",
       " '咨询项目',\n",
       " '售前支持',\n",
       " '服务业',\n",
       " '批发/零售',\n",
       " 'IT/互联网/软件',\n",
       " '化工行业',\n",
       " 'CRM系统',\n",
       " '市场洞察',\n",
       " '拓展培训',\n",
       " '团队管理',\n",
       " '销售管理',\n",
       " '出差',\n",
       " '产品优化',\n",
       " '二次元在研',\n",
       " '项目管理',\n",
       " '增长产品',\n",
       " '数据分析',\n",
       " '客户端产品',\n",
       " '工具产品',\n",
       " '供应链产品',\n",
       " '基金产品',\n",
       " 'IT互联网',\n",
       " '金融理财/贷款',\n",
       " 'to C',\n",
       " 'to B',\n",
       " '产品设计',\n",
       " '移动端产品',\n",
       " '英语',\n",
       " '市场推广',\n",
       " '市场拓展',\n",
       " '渠道策划',\n",
       " '市场策划',\n",
       " '市场调研分析',\n",
       " '乙方公司背景',\n",
       " 'to B',\n",
       " '大客户',\n",
       " '无销售性质',\n",
       " '数据产品',\n",
       " '工具产品',\n",
       " '平台产品',\n",
       " '科研/技术服务',\n",
       " '数据分析',\n",
       " 'SQL',\n",
       " '竞品分析',\n",
       " '中央市场产品经理经验',\n",
       " '区域推广经验',\n",
       " '神外',\n",
       " '医生',\n",
       " '化妆品原料',\n",
       " '市场推广',\n",
       " '产品策划',\n",
       " '产品运营',\n",
       " '产品规划',\n",
       " 'PS',\n",
       " 'PPT',\n",
       " '研讨会',\n",
       " '活性物',\n",
       " '护肤品',\n",
       " '硬件产品',\n",
       " '硬件系统集成',\n",
       " '汽车行业',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " '市场调研',\n",
       " '交互设计',\n",
       " '产品规划',\n",
       " '游戏行业',\n",
       " '产品设计',\n",
       " 'AI人工智能产品',\n",
       " 'AI人工智能产品',\n",
       " '内容产品',\n",
       " '商业产品',\n",
       " '人工智能',\n",
       " 'to C',\n",
       " 'IT互联网',\n",
       " 'to G',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " '策略产品',\n",
       " '平台产品',\n",
       " '数据产品',\n",
       " '计算机软件',\n",
       " '产品优化',\n",
       " '团队管理',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '数据挖掘',\n",
       " '数据分析',\n",
       " 'b端产品',\n",
       " '用户增长',\n",
       " '策略产品',\n",
       " '数据分析',\n",
       " '内容产品',\n",
       " 'C端产品',\n",
       " '增长黑客',\n",
       " '私域增长',\n",
       " '新零售',\n",
       " '化妆品',\n",
       " '消费品',\n",
       " '产品开发',\n",
       " '产品策略',\n",
       " '爆品',\n",
       " '母婴',\n",
       " '美妆',\n",
       " '产品策划',\n",
       " '电商',\n",
       " 'to C',\n",
       " '商品管理',\n",
       " '产品企划',\n",
       " '商品运营',\n",
       " '医院器械',\n",
       " '泌尿外科',\n",
       " '品牌策划',\n",
       " '市场营销',\n",
       " '产品管理',\n",
       " '产品开发',\n",
       " 'to C',\n",
       " '游戏产品',\n",
       " 'MMO游戏',\n",
       " 'CRM软件',\n",
       " '信息化项目',\n",
       " '软件行业',\n",
       " '咨询项目',\n",
       " '售前支持',\n",
       " '服务业',\n",
       " '批发/零售',\n",
       " 'IT/互联网/软件',\n",
       " '化工行业',\n",
       " 'CRM系统',\n",
       " '市场洞察',\n",
       " '拓展培训',\n",
       " '团队管理',\n",
       " '销售管理',\n",
       " '出差',\n",
       " '产品优化',\n",
       " '二次元在研',\n",
       " '项目管理',\n",
       " '增长产品',\n",
       " '数据分析',\n",
       " '客户端产品',\n",
       " '工具产品',\n",
       " '供应链产品',\n",
       " '基金产品',\n",
       " 'IT互联网',\n",
       " '金融理财/贷款',\n",
       " 'to C',\n",
       " 'to B',\n",
       " '产品设计',\n",
       " '移动端产品',\n",
       " '英语',\n",
       " '市场推广',\n",
       " '市场拓展',\n",
       " '渠道策划',\n",
       " '市场策划',\n",
       " '市场调研分析',\n",
       " '乙方公司背景',\n",
       " 'to B',\n",
       " '大客户',\n",
       " '无销售性质',\n",
       " '数据产品',\n",
       " '工具产品',\n",
       " '平台产品',\n",
       " '科研/技术服务',\n",
       " '数据分析',\n",
       " 'SQL',\n",
       " '竞品分析',\n",
       " '中央市场产品经理经验',\n",
       " '区域推广经验',\n",
       " '神外',\n",
       " '医生',\n",
       " '化妆品原料',\n",
       " '市场推广',\n",
       " '产品策划',\n",
       " '产品运营',\n",
       " '产品规划',\n",
       " 'PS',\n",
       " 'PPT',\n",
       " '研讨会',\n",
       " '活性物',\n",
       " '护肤品',\n",
       " 'to B',\n",
       " 'to G',\n",
       " '硬件产品',\n",
       " '硬件系统集成',\n",
       " '汽车行业',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " '市场调研',\n",
       " '交互设计',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " 'AI人工智能产品',\n",
       " '游戏行业',\n",
       " 'to B',\n",
       " 'to G',\n",
       " 'AI人工智能产品',\n",
       " '内容产品',\n",
       " '商业产品',\n",
       " '人工智能',\n",
       " 'to C',\n",
       " 'IT互联网',\n",
       " 'to G',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " '策略产品',\n",
       " '平台产品',\n",
       " '数据产品',\n",
       " '计算机软件',\n",
       " '产品优化',\n",
       " '团队管理',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '数据挖掘',\n",
       " '数据分析',\n",
       " '化妆品',\n",
       " '消费品',\n",
       " '产品开发',\n",
       " '产品策略',\n",
       " '爆品',\n",
       " '母婴',\n",
       " '美妆',\n",
       " '产品策划',\n",
       " '电商',\n",
       " 'b端产品',\n",
       " '用户增长',\n",
       " '策略产品',\n",
       " '数据分析',\n",
       " '内容产品',\n",
       " 'C端产品',\n",
       " '增长黑客',\n",
       " '私域增长',\n",
       " '新零售',\n",
       " 'to C',\n",
       " '商品管理',\n",
       " '产品企划',\n",
       " '商品运营',\n",
       " '医院器械',\n",
       " '泌尿外科',\n",
       " '游戏产品',\n",
       " 'MMO游戏',\n",
       " 'to C',\n",
       " '产品优化',\n",
       " '二次元在研',\n",
       " '项目管理',\n",
       " '市场营销',\n",
       " '产品管理',\n",
       " '产品开发',\n",
       " '市场洞察',\n",
       " '拓展培训',\n",
       " '团队管理',\n",
       " '销售管理',\n",
       " '出差',\n",
       " 'CRM软件',\n",
       " '信息化项目',\n",
       " '软件行业',\n",
       " '咨询项目',\n",
       " '售前支持',\n",
       " '服务业',\n",
       " '批发/零售',\n",
       " 'IT/互联网/软件',\n",
       " '化工行业',\n",
       " 'CRM系统',\n",
       " '品牌策划',\n",
       " '客户端产品',\n",
       " '工具产品',\n",
       " '供应链产品',\n",
       " '基金产品',\n",
       " 'IT互联网',\n",
       " '金融理财/贷款',\n",
       " 'to C',\n",
       " 'to B',\n",
       " '产品设计',\n",
       " '移动端产品',\n",
       " '英语',\n",
       " '市场推广',\n",
       " '市场拓展',\n",
       " '渠道策划',\n",
       " '市场策划',\n",
       " '市场调研分析',\n",
       " '乙方公司背景',\n",
       " 'to B',\n",
       " '大客户',\n",
       " '无销售性质',\n",
       " '数据产品',\n",
       " '工具产品',\n",
       " '平台产品',\n",
       " '科研/技术服务',\n",
       " '数据分析',\n",
       " 'SQL',\n",
       " '竞品分析',\n",
       " '中央市场产品经理经验',\n",
       " '区域推广经验',\n",
       " '神外',\n",
       " '医生',\n",
       " '化妆品原料',\n",
       " '市场推广',\n",
       " '产品策划',\n",
       " '产品运营',\n",
       " '产品规划',\n",
       " 'PS',\n",
       " 'PPT',\n",
       " '研讨会',\n",
       " '活性物',\n",
       " '护肤品',\n",
       " '硬件产品',\n",
       " '硬件系统集成',\n",
       " '汽车行业',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " '市场调研',\n",
       " '交互设计',\n",
       " '产品规划',\n",
       " '游戏行业',\n",
       " '产品设计',\n",
       " 'AI人工智能产品',\n",
       " 'AI人工智能产品',\n",
       " '内容产品',\n",
       " '商业产品',\n",
       " '人工智能',\n",
       " 'to C',\n",
       " 'IT互联网',\n",
       " 'to G',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " '策略产品',\n",
       " '平台产品',\n",
       " '数据产品',\n",
       " '计算机软件',\n",
       " '产品优化',\n",
       " '团队管理',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '数据挖掘',\n",
       " '数据分析',\n",
       " 'b端产品',\n",
       " '用户增长',\n",
       " '策略产品',\n",
       " '数据分析',\n",
       " '内容产品',\n",
       " 'C端产品',\n",
       " '增长黑客',\n",
       " '私域增长',\n",
       " '新零售',\n",
       " '化妆品',\n",
       " '消费品',\n",
       " '产品开发',\n",
       " '产品策略',\n",
       " '爆品',\n",
       " '母婴',\n",
       " '美妆',\n",
       " '产品策划',\n",
       " '电商',\n",
       " 'to C',\n",
       " '商品管理',\n",
       " '产品企划',\n",
       " '商品运营',\n",
       " '医院器械',\n",
       " '泌尿外科',\n",
       " '品牌策划',\n",
       " '市场营销',\n",
       " '产品管理',\n",
       " '产品开发',\n",
       " 'to C',\n",
       " '游戏产品',\n",
       " 'MMO游戏',\n",
       " 'CRM软件',\n",
       " '信息化项目',\n",
       " '软件行业',\n",
       " '咨询项目',\n",
       " '售前支持',\n",
       " '服务业',\n",
       " '批发/零售',\n",
       " 'IT/互联网/软件',\n",
       " '化工行业',\n",
       " 'CRM系统',\n",
       " '市场洞察',\n",
       " '拓展培训',\n",
       " '团队管理',\n",
       " '销售管理',\n",
       " '出差',\n",
       " '产品优化',\n",
       " '二次元在研',\n",
       " '项目管理',\n",
       " '增长产品',\n",
       " '数据分析',\n",
       " '客户端产品',\n",
       " '工具产品',\n",
       " '供应链产品',\n",
       " '基金产品',\n",
       " 'IT互联网',\n",
       " '金融理财/贷款',\n",
       " 'to C',\n",
       " 'to B',\n",
       " '产品设计',\n",
       " '移动端产品',\n",
       " '英语',\n",
       " '市场推广',\n",
       " '市场拓展',\n",
       " '渠道策划',\n",
       " '市场策划',\n",
       " '市场调研分析',\n",
       " '乙方公司背景',\n",
       " 'to B',\n",
       " '大客户',\n",
       " '无销售性质',\n",
       " '数据产品',\n",
       " '工具产品',\n",
       " '平台产品',\n",
       " '科研/技术服务',\n",
       " '数据分析',\n",
       " 'SQL',\n",
       " '竞品分析',\n",
       " '中央市场产品经理经验',\n",
       " '区域推广经验',\n",
       " '神外',\n",
       " '医生',\n",
       " '化妆品原料',\n",
       " '市场推广',\n",
       " '产品策划',\n",
       " '产品运营',\n",
       " '产品规划',\n",
       " 'PS',\n",
       " 'PPT',\n",
       " '研讨会',\n",
       " '活性物',\n",
       " '护肤品',\n",
       " 'to B',\n",
       " 'to G',\n",
       " '硬件产品',\n",
       " '硬件系统集成',\n",
       " '汽车行业',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " '市场调研',\n",
       " '交互设计',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " 'AI人工智能产品',\n",
       " '游戏行业',\n",
       " 'to B',\n",
       " 'to G',\n",
       " 'AI人工智能产品',\n",
       " '内容产品',\n",
       " '商业产品',\n",
       " '人工智能',\n",
       " 'to C',\n",
       " 'IT互联网',\n",
       " 'to G',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " '策略产品',\n",
       " '平台产品',\n",
       " '数据产品',\n",
       " '计算机软件',\n",
       " '产品优化',\n",
       " '团队管理',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '数据挖掘',\n",
       " '数据分析',\n",
       " '化妆品',\n",
       " '消费品',\n",
       " '产品开发',\n",
       " '产品策略',\n",
       " '爆品',\n",
       " '母婴',\n",
       " '美妆',\n",
       " '产品策划',\n",
       " '电商',\n",
       " 'b端产品',\n",
       " '用户增长',\n",
       " '策略产品',\n",
       " '数据分析',\n",
       " '内容产品',\n",
       " 'C端产品',\n",
       " '增长黑客',\n",
       " '私域增长',\n",
       " '新零售',\n",
       " 'to C',\n",
       " '商品管理',\n",
       " '产品企划',\n",
       " '商品运营',\n",
       " '医院器械',\n",
       " '泌尿外科',\n",
       " '游戏产品',\n",
       " 'MMO游戏',\n",
       " 'to C',\n",
       " '产品优化',\n",
       " '二次元在研',\n",
       " '项目管理',\n",
       " '市场营销',\n",
       " '产品管理',\n",
       " '产品开发',\n",
       " '市场洞察',\n",
       " '拓展培训',\n",
       " '团队管理',\n",
       " '销售管理',\n",
       " '出差',\n",
       " 'CRM软件',\n",
       " '信息化项目',\n",
       " '软件行业',\n",
       " '咨询项目',\n",
       " '售前支持',\n",
       " '服务业',\n",
       " '批发/零售',\n",
       " 'IT/互联网/软件',\n",
       " '化工行业',\n",
       " 'CRM系统',\n",
       " '品牌策划',\n",
       " '客户端产品',\n",
       " '工具产品',\n",
       " '供应链产品',\n",
       " '基金产品',\n",
       " 'IT互联网',\n",
       " '金融理财/贷款',\n",
       " 'to C',\n",
       " 'to B',\n",
       " '产品设计',\n",
       " '移动端产品',\n",
       " '英语',\n",
       " '市场推广',\n",
       " '市场拓展',\n",
       " '渠道策划',\n",
       " '市场策划',\n",
       " '市场调研分析',\n",
       " '乙方公司背景',\n",
       " 'to B',\n",
       " '大客户',\n",
       " '无销售性质',\n",
       " '数据产品',\n",
       " '工具产品',\n",
       " '平台产品',\n",
       " '科研/技术服务',\n",
       " '数据分析',\n",
       " 'SQL',\n",
       " '竞品分析',\n",
       " '中央市场产品经理经验',\n",
       " '区域推广经验',\n",
       " '神外',\n",
       " '医生',\n",
       " '化妆品原料',\n",
       " '市场推广',\n",
       " '产品策划',\n",
       " '产品运营',\n",
       " '产品规划',\n",
       " 'PS',\n",
       " 'PPT',\n",
       " '研讨会',\n",
       " '活性物',\n",
       " '护肤品',\n",
       " '硬件产品',\n",
       " '硬件系统集成',\n",
       " '汽车行业',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " '市场调研',\n",
       " '交互设计',\n",
       " '产品规划',\n",
       " '游戏行业',\n",
       " '产品设计',\n",
       " 'AI人工智能产品',\n",
       " 'AI人工智能产品',\n",
       " '内容产品',\n",
       " '商业产品',\n",
       " '人工智能',\n",
       " 'to C',\n",
       " 'IT互联网',\n",
       " 'to G',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " '策略产品',\n",
       " '平台产品',\n",
       " '数据产品',\n",
       " '计算机软件',\n",
       " '产品优化',\n",
       " '团队管理',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '数据挖掘',\n",
       " '数据分析',\n",
       " 'b端产品',\n",
       " '用户增长',\n",
       " '策略产品',\n",
       " '数据分析',\n",
       " '内容产品',\n",
       " 'C端产品',\n",
       " '增长黑客',\n",
       " '私域增长',\n",
       " '新零售',\n",
       " '化妆品',\n",
       " '消费品',\n",
       " '产品开发',\n",
       " '产品策略',\n",
       " '爆品',\n",
       " '母婴',\n",
       " '美妆',\n",
       " '产品策划',\n",
       " '电商',\n",
       " 'to C',\n",
       " '商品管理',\n",
       " '产品企划',\n",
       " '商品运营',\n",
       " '医院器械',\n",
       " '泌尿外科',\n",
       " '品牌策划',\n",
       " '市场营销',\n",
       " '产品管理',\n",
       " '产品开发',\n",
       " 'to C',\n",
       " '游戏产品',\n",
       " 'MMO游戏',\n",
       " 'CRM软件',\n",
       " '信息化项目',\n",
       " '软件行业',\n",
       " '咨询项目',\n",
       " '售前支持',\n",
       " '服务业',\n",
       " '批发/零售',\n",
       " 'IT/互联网/软件',\n",
       " '化工行业',\n",
       " 'CRM系统',\n",
       " '市场洞察',\n",
       " '拓展培训',\n",
       " '团队管理',\n",
       " '销售管理',\n",
       " '出差',\n",
       " '产品优化',\n",
       " '二次元在研',\n",
       " '项目管理',\n",
       " '增长产品',\n",
       " '数据分析',\n",
       " '客户端产品',\n",
       " '工具产品',\n",
       " ...]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels_list = [j  for i in df_产品_广州['job.labels'].apply(lambda x:eval(x)).values.tolist() for j in i]\n",
    "labels_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0a943dfd-98b3-4503-99ed-88bb577b0306",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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